First we import the helper libraries
# general helper libraries
import os
import numpy
import pandas as pd
import re
from math import sqrt
from tensorflow.keras.preprocessing.sequence import pad_sequences
from tensorflow.keras import Sequential
from tensorflow.keras.layers import LSTM, Dense, Embedding, Flatten, SpatialDropout1D, Dropout
from tensorflow.keras.utils import plot_model
from tensorflow.keras.optimizers.schedules import ExponentialDecay
from tensorflow.keras.losses import BinaryCrossentropy
from tensorflow.keras.optimizers import Adam
from tqdm.notebook import tqdm
from gensim.utils import tokenize as gensim_tokenize
import plotly.express as px
from plotly.subplots import make_subplots
import plotly.graph_objects as go
from sklearn.model_selection import train_test_split
from tensorflow.keras import callbacks
import contractions
from collections import defaultdict
import tensorflow as tf
import tensorflow_hub as hub
try:
tpu = tf.distribute.cluster_resolver.TPUClusterResolver(
tpu=None, zone=None, project=None, job_name='worker',
coordinator_name=None, coordinator_address=None,
credentials='default', service=None, discovery_url=None
).connect() # TPU detection
strategy = tf.distribute.TPUStrategy(tpu)
print("TPU detected")
except ValueError:
strategy = tf.distribute.MirroredStrategy() # for GPU or multi-GPU machines
print("GPU detected")
print("Number of accelerators: ", strategy.num_replicas_in_sync)
data_dir = os.path.join(os.path.dirname(os.getcwd()), "PersonalityTestDS","fullpullData")
files = []
for fname in os.listdir(data_dir):
if fname[-4:] == ".csv":
files.append(pd.read_csv(os.path.join(data_dir,fname)))
posts_dataset =pd.concat(files,axis=0,ignore_index=True)
posts_dataset.drop('Unnamed: 0',1,inplace=True)
posts_dataset.dropna(inplace=True)
Let us see what is the data:
posts_dataset.info()
Seting the emotcons and emojies for us later to use.
EMOTICONS = {u":‑\)":"Happy", u":\)":"Happy", u":-\]":"Happy", u":\]":"Happy", u":-3":"Happy", u":3":"Happy", u":->":"Happy", u":>":"Happy", u"8-\)":"Happy", u":o\)":"Happy", u":-\}":"Happy", u":\}":"Happy", u":-\)":"Happy", u":c\)":"Happy", u":\^\)":"Happy", u"=\]":"Happy", u"=\)":"Happy", u":‑D":"Laugh", u":D":"Laugh", u"8‑D":"Laugh", u"8D":"Laugh", u"X‑D":"Laugh", u"XD":"Laugh", u"=D":"Laugh", u"=3":"Laugh", u"B\^D":"Laugh", u":-\)\)":"Very happy", u":‑\(":"Sad", u":-\(":"Sad", u":\(":"Sad", u":‑c":"Sad", u":c":"Sad", u":‑<":"Sad", u":<":"Sad", u":‑\[":"Sad", u":\[":"Sad", u":-\|\|":"Sad", u">:\[":"Sad", u":\{":"Sad", u":@":"Sad", u">:\(":"Sad", u":'‑\(":"Crying", u":'\(":"Crying", u":'‑\)":"Tears of happiness", u":'\)":"Tears of happiness", u"D‑':":"Horror", u"D:<":"Disgust", u"D:":"Sad", u"D8":"Great dismay", u"D;":"Great dismay", u"D=":"Great dismay", u"DX":"Great dismay", u":‑O":"Surprise", u":O":"Surprise", u":‑o":"Surprise", u":o":"Surprise", u":-0":"Surprise", u"8‑0":"Yawn", u">:O":"Yawn", u":-\*":"Kiss", u":\*":"Kiss", u":X":"Kiss", u";‑\)":"Wink", u";\)":"Wink", u"\*-\)":"Wink", u"\*\)":"Wink", u";‑\]":"Wink", u";\]":"Wink", u";\^\)":"Wink", u":‑,":"Wink", u";D":"Wink", u":‑P":"Playful", u":P":"Playful", u"X‑P":"Playful", u"XP":"Playful", u":‑Þ":"Playful", u":Þ":"Playful", u":b":"Playful", u"d:":"Playful", u"=p":"Playful", u">:P":"Playful", u":‑/":"Annoyed", u":/":"Annoyed", u":-[.]":"Annoyed", u">:[(\\\)]":"Annoyed", u">:/":"Annoyed", u":[(\\\)]":"Annoyed", u"=/":"Annoyed", u"=[(\\\)]":"Annoyed", u":L":"Annoyed", u"=L":"Annoyed", u":S":"Annoyed", u":‑\|":"Straight face", u":\|":"Straight face", u":$":"Embarrassed", u":‑x":"Sealed lips", u":x":"Sealed lips", u":‑#":"Sealed lips", u":#":"Sealed lips", u":‑&":"Sealed lips", u":&":"Sealed lips", u"O:‑\)":"Angel", u"O:\)":"Angel", u"0:‑3":"Angel", u"0:3":"Angel", u"0:‑\)":"Angel", u"0:\)":"Angel", u":‑b":"Playful", u"0;\^\)":"Angel", u">:‑\)":"Evil", u">:\)":"Evil", u"\}:‑\)":"Evil", u"\}:\)":"Evil", u"3:‑\)":"Evil", u"3:\)":"Evil", u">;\)":"Evil", u"\|;‑\)":"Cool", u"\|‑O":"Bored", u":‑J":"Playful", u"#‑\)":"Party all night", u"%‑\)":"Confused", u"%\)":"Confused", u":-###..":"Unwell", u":###..":"Unwell", u"<:‑\|":"Dump", u"\(>_<\)":"Troubled", u"\(>_<\)>":"Troubled", u"\(';'\)":"Baby", u"\(\^\^>``":"Nervous", u"\(\^_\^;\)":"Nervous", u"\(-_-;\)":"Nervous", u"\(~_~;\) \(・\.・;\)":"Nervous", u"\(-_-\)zzz":"Sleeping", u"\(\^_-\)":"Wink", u"\(\(\+_\+\)\)":"Confused", u"\(\+o\+\)":"Confused", u"\(o\|o\)":"Ultraman", u"\^_\^":"Happy", u"\(\^_\^\)/":"Happy", u"\(\^O\^\)／":"Happy", u"\(\^o\^\)／":"Happy", u"\(__\)":"Apology", u"_\(\._\.\)_":"Apology", u"<\(_ _\)>":"Apology", u"<m\(__\)m>":"Apology", u"m\(__\)m":"Apology", u"m\(_ _\)m":"Apology", u"\('_'\)":"Sad", u"\(/_;\)":"Sad", u"\(T_T\) \(;_;\)":"Sad", u"\(;_;":"Sad", u"\(;_:\)":"Sad", u"\(;O;\)":"Sad", u"\(:_;\)":"Sad", u"\(ToT\)":"Sad", u";_;":"Sad", u";-;":"Sad", u";n;":"Sad", u";;":"Sad", u"Q\.Q":"Sad", u"T\.T":"Sad", u"QQ":"Sad", u"Q_Q":"Sad", u"\(-\.-\)":"Shame", u"\(-_-\)":"Shame", u"\(一一\)":"Shame", u"\(；一_一\)":"Shame", u"\(=_=\)":"Tired", u"\(=\^\·\^=\)":"Cat", u"\(=\^\·\·\^=\)":"Cat", u"=_\^= ":"Cat", u"\(\.\.\)":"Looking down", u"\(\._\.\)":"Looking down", u"\^m\^":"Giggling", u"\(\・\・?":"Confused", u"\(?_?\)":"Confused", u">\^_\^<":"Laugh", u"<\^!\^>":"Laugh", u"\^/\^":"Laugh", u"\（\*\^_\^\*）" :"Laugh", u"\(\^<\^\) \(\^\.\^\)":"Laugh", u"\(^\^\)":"Laugh", u"\(\^\.\^\)":"Laugh", u"\(\^_\^\.\)":"Laugh", u"\(\^_\^\)":"Laugh", u"\(\^\^\)":"Laugh", u"\(\^J\^\)":"Laugh", u"\(\*\^\.\^\*\)":"Laugh", u"\(\^—\^\）":"Laugh", u"\(#\^\.\^#\)":"Laugh", u"\（\^—\^\）":"Waving", u"\(;_;\)/~~~":"Waving", u"\(\^\.\^\)/~~~":"Waving", u"\(-_-\)/~~~ \($\·\·\)/~~~":"Waving", u"\(T_T\)/~~~":"Waving", u"\(ToT\)/~~~":"Waving", u"\(\*\^0\^\*\)":"Excited", u"\(\*_\*\)":"Amazed", u"\(\*_\*;":"Amazed", u"\(\+_\+\) \(@_@\)":"Amazed", u"\(\*\^\^\)v":"Laugh", u"\(\^_\^\)v":"Laugh", u"\(\(d[-_-]b\)\)":"Listening to music", u'\(-"-\)':"Worried", u"\(ーー;\)":"Worried", u"\(\^0_0\^\)":"Glasses", u"\(\＾ｖ\＾\)":"Happy", u"\(\＾ｕ\＾\)":"Happy", u"\(\^\)o\(\^\)":"Happy", u"\(\^O\^\)":"Happy", u"\(\^o\^\)":"Happy", u"\)\^o\^\(":"Happy", u":O o_O":"Surprise", u"o_0":"Surprise", u"o\.O":"Surprise", u"\(o\.o\)":"Surprise", u"oO":"Surprise", u"\(\*￣m￣\)":"Dissatisfied", u"\(‘A`\)":"Snubbed"}
EMO_UNICODE = {u':1st_place_medal:': u'\U0001F947', u':2nd_place_medal:': u'\U0001F948', u':3rd_place_medal:': u'\U0001F949', u':AB_button_(blood_type):': u'\U0001F18E', u':ATM_sign:': u'\U0001F3E7', u':A_button_(blood_type):': u'\U0001F170', u':Afghanistan:': u'\U0001F1E6 \U0001F1EB', u':Albania:': u'\U0001F1E6 \U0001F1F1', u':Algeria:': u'\U0001F1E9 \U0001F1FF', u':American_Samoa:': u'\U0001F1E6 \U0001F1F8', u':Andorra:': u'\U0001F1E6 \U0001F1E9', u':Angola:': u'\U0001F1E6 \U0001F1F4', u':Anguilla:': u'\U0001F1E6 \U0001F1EE', u':Antarctica:': u'\U0001F1E6 \U0001F1F6', u':Antigua_&_Barbuda:': u'\U0001F1E6 \U0001F1EC', u':Aquarius:': u'\U00002652', u':Argentina:': u'\U0001F1E6 \U0001F1F7', u':Aries:': u'\U00002648', u':Armenia:': u'\U0001F1E6 \U0001F1F2', u':Aruba:': u'\U0001F1E6 \U0001F1FC', u':Ascension_Island:': u'\U0001F1E6 \U0001F1E8', u':Australia:': u'\U0001F1E6 \U0001F1FA', u':Austria:': u'\U0001F1E6 \U0001F1F9', u':Azerbaijan:': u'\U0001F1E6 \U0001F1FF', u':BACK_arrow:': u'\U0001F519', u':B_button_(blood_type):': u'\U0001F171', u':Bahamas:': u'\U0001F1E7 \U0001F1F8', u':Bahrain:': u'\U0001F1E7 \U0001F1ED', u':Bangladesh:': u'\U0001F1E7 \U0001F1E9', u':Barbados:': u'\U0001F1E7 \U0001F1E7', u':Belarus:': u'\U0001F1E7 \U0001F1FE', u':Belgium:': u'\U0001F1E7 \U0001F1EA', u':Belize:': u'\U0001F1E7 \U0001F1FF', u':Benin:': u'\U0001F1E7 \U0001F1EF', u':Bermuda:': u'\U0001F1E7 \U0001F1F2', u':Bhutan:': u'\U0001F1E7 \U0001F1F9', u':Bolivia:': u'\U0001F1E7 \U0001F1F4', u':Bosnia_&_Herzegovina:': u'\U0001F1E7 \U0001F1E6', u':Botswana:': u'\U0001F1E7 \U0001F1FC', u':Bouvet_Island:': u'\U0001F1E7 \U0001F1FB', u':Brazil:': u'\U0001F1E7 \U0001F1F7', u':British_Indian_Ocean_Territory:': u'\U0001F1EE \U0001F1F4', u':British_Virgin_Islands:': u'\U0001F1FB \U0001F1EC', u':Brunei:': u'\U0001F1E7 \U0001F1F3', u':Bulgaria:': u'\U0001F1E7 \U0001F1EC', u':Burkina_Faso:': u'\U0001F1E7 \U0001F1EB', u':Burundi:': u'\U0001F1E7 \U0001F1EE', u':CL_button:': u'\U0001F191', u':COOL_button:': u'\U0001F192', u':Cambodia:': u'\U0001F1F0 \U0001F1ED', u':Cameroon:': u'\U0001F1E8 \U0001F1F2', u':Canada:': u'\U0001F1E8 \U0001F1E6', u':Canary_Islands:': u'\U0001F1EE \U0001F1E8', u':Cancer:': u'\U0000264B', u':Cape_Verde:': u'\U0001F1E8 \U0001F1FB', u':Capricorn:': u'\U00002651', u':Caribbean_Netherlands:': u'\U0001F1E7 \U0001F1F6', u':Cayman_Islands:': u'\U0001F1F0 \U0001F1FE', u':Central_African_Republic:': u'\U0001F1E8 \U0001F1EB', u':Ceuta_&_Melilla:': u'\U0001F1EA \U0001F1E6', u':Chad:': u'\U0001F1F9 \U0001F1E9', u':Chile:': u'\U0001F1E8 \U0001F1F1', u':China:': u'\U0001F1E8 \U0001F1F3', u':Christmas_Island:': u'\U0001F1E8 \U0001F1FD', u':Christmas_tree:': u'\U0001F384', u':Clipperton_Island:': u'\U0001F1E8 \U0001F1F5', u':Cocos_(Keeling)_Islands:': u'\U0001F1E8 \U0001F1E8', u':Colombia:': u'\U0001F1E8 \U0001F1F4', u':Comoros:': u'\U0001F1F0 \U0001F1F2', u':Congo_-_Brazzaville:': u'\U0001F1E8 \U0001F1EC', u':Congo_-_Kinshasa:': u'\U0001F1E8 \U0001F1E9', u':Cook_Islands:': u'\U0001F1E8 \U0001F1F0', u':Costa_Rica:': u'\U0001F1E8 \U0001F1F7', u':Croatia:': u'\U0001F1ED \U0001F1F7', u':Cuba:': u'\U0001F1E8 \U0001F1FA', u':Curaçao:': u'\U0001F1E8 \U0001F1FC', u':Cyprus:': u'\U0001F1E8 \U0001F1FE', u':Czech_Republic:': u'\U0001F1E8 \U0001F1FF', u':Côte_d’Ivoire:': u'\U0001F1E8 \U0001F1EE', u':Denmark:': u'\U0001F1E9 \U0001F1F0', u':Diego_Garcia:': u'\U0001F1E9 \U0001F1EC', u':Djibouti:': u'\U0001F1E9 \U0001F1EF', u':Dominica:': u'\U0001F1E9 \U0001F1F2', u':Dominican_Republic:': u'\U0001F1E9 \U0001F1F4', u':END_arrow:': u'\U0001F51A', u':Ecuador:': u'\U0001F1EA \U0001F1E8', u':Egypt:': u'\U0001F1EA \U0001F1EC', u':El_Salvador:': u'\U0001F1F8 \U0001F1FB', u':Equatorial_Guinea:': u'\U0001F1EC \U0001F1F6', u':Eritrea:': u'\U0001F1EA \U0001F1F7', u':Estonia:': u'\U0001F1EA \U0001F1EA', u':Ethiopia:': u'\U0001F1EA \U0001F1F9', u':European_Union:': u'\U0001F1EA \U0001F1FA', u':FREE_button:': u'\U0001F193', u':Falkland_Islands:': u'\U0001F1EB \U0001F1F0', u':Faroe_Islands:': u'\U0001F1EB \U0001F1F4', u':Fiji:': u'\U0001F1EB \U0001F1EF', u':Finland:': u'\U0001F1EB \U0001F1EE', u':France:': u'\U0001F1EB \U0001F1F7', u':French_Guiana:': u'\U0001F1EC \U0001F1EB', u':French_Polynesia:': u'\U0001F1F5 \U0001F1EB', u':French_Southern_Territories:': u'\U0001F1F9 \U0001F1EB', u':Gabon:': u'\U0001F1EC \U0001F1E6', u':Gambia:': u'\U0001F1EC \U0001F1F2', u':Gemini:': u'\U0000264A', u':Georgia:': u'\U0001F1EC \U0001F1EA', u':Germany:': u'\U0001F1E9 \U0001F1EA', u':Ghana:': u'\U0001F1EC \U0001F1ED', u':Gibraltar:': u'\U0001F1EC \U0001F1EE', u':Greece:': u'\U0001F1EC \U0001F1F7', u':Greenland:': u'\U0001F1EC \U0001F1F1', u':Grenada:': u'\U0001F1EC \U0001F1E9', u':Guadeloupe:': u'\U0001F1EC \U0001F1F5', u':Guam:': u'\U0001F1EC \U0001F1FA', u':Guatemala:': u'\U0001F1EC \U0001F1F9', u':Guernsey:': u'\U0001F1EC \U0001F1EC', u':Guinea:': u'\U0001F1EC \U0001F1F3', u':Guinea-Bissau:': u'\U0001F1EC \U0001F1FC', u':Guyana:': u'\U0001F1EC \U0001F1FE', u':Haiti:': u'\U0001F1ED \U0001F1F9', u':Heard_&_McDonald_Islands:': u'\U0001F1ED \U0001F1F2', u':Honduras:': u'\U0001F1ED \U0001F1F3', u':Hong_Kong_SAR_China:': u'\U0001F1ED \U0001F1F0', u':Hungary:': u'\U0001F1ED \U0001F1FA', u':ID_button:': u'\U0001F194', u':Iceland:': u'\U0001F1EE \U0001F1F8', u':India:': u'\U0001F1EE \U0001F1F3', u':Indonesia:': u'\U0001F1EE \U0001F1E9', u':Iran:': u'\U0001F1EE \U0001F1F7', u':Iraq:': u'\U0001F1EE \U0001F1F6', u':Ireland:': u'\U0001F1EE \U0001F1EA', u':Isle_of_Man:': u'\U0001F1EE \U0001F1F2', u':Israel:': u'\U0001F1EE \U0001F1F1', u':Italy:': u'\U0001F1EE \U0001F1F9', u':Jamaica:': u'\U0001F1EF \U0001F1F2', u':Japan:': u'\U0001F1EF \U0001F1F5', u':Japanese_acceptable_button:': u'\U0001F251', u':Japanese_application_button:': u'\U0001F238', u':Japanese_bargain_button:': u'\U0001F250', u':Japanese_castle:': u'\U0001F3EF', u':Japanese_congratulations_button:': u'\U00003297', u':Japanese_discount_button:': u'\U0001F239', u':Japanese_dolls:': u'\U0001F38E', u':Japanese_free_of_charge_button:': u'\U0001F21A', u':Japanese_here_button:': u'\U0001F201', u':Japanese_monthly_amount_button:': u'\U0001F237', u':Japanese_no_vacancy_button:': u'\U0001F235', u':Japanese_not_free_of_charge_button:': u'\U0001F236', u':Japanese_open_for_business_button:': u'\U0001F23A', u':Japanese_passing_grade_button:': u'\U0001F234', u':Japanese_post_office:': u'\U0001F3E3', u':Japanese_prohibited_button:': u'\U0001F232', u':Japanese_reserved_button:': u'\U0001F22F', u':Japanese_secret_button:': u'\U00003299', u':Japanese_service_charge_button:': u'\U0001F202', u':Japanese_symbol_for_beginner:': u'\U0001F530', u':Japanese_vacancy_button:': u'\U0001F233', u':Jersey:': u'\U0001F1EF \U0001F1EA', u':Jordan:': u'\U0001F1EF \U0001F1F4', u':Kazakhstan:': u'\U0001F1F0 \U0001F1FF', u':Kenya:': u'\U0001F1F0 \U0001F1EA', u':Kiribati:': u'\U0001F1F0 \U0001F1EE', u':Kosovo:': u'\U0001F1FD \U0001F1F0', u':Kuwait:': u'\U0001F1F0 \U0001F1FC', u':Kyrgyzstan:': u'\U0001F1F0 \U0001F1EC', u':Laos:': u'\U0001F1F1 \U0001F1E6', u':Latvia:': u'\U0001F1F1 \U0001F1FB', u':Lebanon:': u'\U0001F1F1 \U0001F1E7', u':Leo:': u'\U0000264C', u':Lesotho:': u'\U0001F1F1 \U0001F1F8', u':Liberia:': u'\U0001F1F1 \U0001F1F7', u':Libra:': u'\U0000264E', u':Libya:': u'\U0001F1F1 \U0001F1FE', u':Liechtenstein:': u'\U0001F1F1 \U0001F1EE', u':Lithuania:': u'\U0001F1F1 \U0001F1F9', u':Luxembourg:': u'\U0001F1F1 \U0001F1FA', u':Macau_SAR_China:': u'\U0001F1F2 \U0001F1F4', u':Macedonia:': u'\U0001F1F2 \U0001F1F0', u':Madagascar:': u'\U0001F1F2 \U0001F1EC', u':Malawi:': u'\U0001F1F2 \U0001F1FC', u':Malaysia:': u'\U0001F1F2 \U0001F1FE', u':Maldives:': u'\U0001F1F2 \U0001F1FB', u':Mali:': u'\U0001F1F2 \U0001F1F1', u':Malta:': u'\U0001F1F2 \U0001F1F9', u':Marshall_Islands:': u'\U0001F1F2 \U0001F1ED', u':Martinique:': u'\U0001F1F2 \U0001F1F6', u':Mauritania:': u'\U0001F1F2 \U0001F1F7', u':Mauritius:': u'\U0001F1F2 \U0001F1FA', u':Mayotte:': u'\U0001F1FE \U0001F1F9', u':Mexico:': u'\U0001F1F2 \U0001F1FD', u':Micronesia:': u'\U0001F1EB \U0001F1F2', u':Moldova:': u'\U0001F1F2 \U0001F1E9', u':Monaco:': u'\U0001F1F2 \U0001F1E8', u':Mongolia:': u'\U0001F1F2 \U0001F1F3', u':Montenegro:': u'\U0001F1F2 \U0001F1EA', u':Montserrat:': u'\U0001F1F2 \U0001F1F8', u':Morocco:': u'\U0001F1F2 \U0001F1E6', u':Mozambique:': u'\U0001F1F2 \U0001F1FF', u':Mrs._Claus:': u'\U0001F936', u':Mrs._Claus_dark_skin_tone:': u'\U0001F936 \U0001F3FF', u':Mrs._Claus_light_skin_tone:': u'\U0001F936 \U0001F3FB', u':Mrs._Claus_medium-dark_skin_tone:': u'\U0001F936 \U0001F3FE', u':Mrs._Claus_medium-light_skin_tone:': u'\U0001F936 \U0001F3FC', u':Mrs._Claus_medium_skin_tone:': u'\U0001F936 \U0001F3FD', u':Myanmar_(Burma):': u'\U0001F1F2 \U0001F1F2', u':NEW_button:': u'\U0001F195', u':NG_button:': u'\U0001F196', u':Namibia:': u'\U0001F1F3 \U0001F1E6', u':Nauru:': u'\U0001F1F3 \U0001F1F7', u':Nepal:': u'\U0001F1F3 \U0001F1F5', u':Netherlands:': u'\U0001F1F3 \U0001F1F1', u':New_Caledonia:': u'\U0001F1F3 \U0001F1E8', u':New_Zealand:': u'\U0001F1F3 \U0001F1FF', u':Nicaragua:': u'\U0001F1F3 \U0001F1EE', u':Niger:': u'\U0001F1F3 \U0001F1EA', u':Nigeria:': u'\U0001F1F3 \U0001F1EC', u':Niue:': u'\U0001F1F3 \U0001F1FA', u':Norfolk_Island:': u'\U0001F1F3 \U0001F1EB', u':North_Korea:': u'\U0001F1F0 \U0001F1F5', u':Northern_Mariana_Islands:': u'\U0001F1F2 \U0001F1F5', u':Norway:': u'\U0001F1F3 \U0001F1F4', u':OK_button:': u'\U0001F197', u':OK_hand:': u'\U0001F44C', u':OK_hand_dark_skin_tone:': u'\U0001F44C \U0001F3FF', u':OK_hand_light_skin_tone:': u'\U0001F44C \U0001F3FB', u':OK_hand_medium-dark_skin_tone:': u'\U0001F44C \U0001F3FE', u':OK_hand_medium-light_skin_tone:': u'\U0001F44C \U0001F3FC', u':OK_hand_medium_skin_tone:': u'\U0001F44C \U0001F3FD', u':ON!_arrow:': u'\U0001F51B', u':O_button_(blood_type):': u'\U0001F17E', u':Oman:': u'\U0001F1F4 \U0001F1F2', u':Ophiuchus:': u'\U000026CE', u':P_button:': u'\U0001F17F', u':Pakistan:': u'\U0001F1F5 \U0001F1F0', u':Palau:': u'\U0001F1F5 \U0001F1FC', u':Palestinian_Territories:': u'\U0001F1F5 \U0001F1F8', u':Panama:': u'\U0001F1F5 \U0001F1E6', u':Papua_New_Guinea:': u'\U0001F1F5 \U0001F1EC', u':Paraguay:': u'\U0001F1F5 \U0001F1FE', u':Peru:': u'\U0001F1F5 \U0001F1EA', u':Philippines:': u'\U0001F1F5 \U0001F1ED', u':Pisces:': u'\U00002653', u':Pitcairn_Islands:': u'\U0001F1F5 \U0001F1F3', u':Poland:': u'\U0001F1F5 \U0001F1F1', u':Portugal:': u'\U0001F1F5 \U0001F1F9', u':Puerto_Rico:': u'\U0001F1F5 \U0001F1F7', u':Qatar:': u'\U0001F1F6 \U0001F1E6', u':Romania:': u'\U0001F1F7 \U0001F1F4', u':Russia:': u'\U0001F1F7 \U0001F1FA', u':Rwanda:': u'\U0001F1F7 \U0001F1FC', u':Réunion:': u'\U0001F1F7 \U0001F1EA', u':SOON_arrow:': u'\U0001F51C', u':SOS_button:': u'\U0001F198', u':Sagittarius:': u'\U00002650', u':Samoa:': u'\U0001F1FC \U0001F1F8', u':San_Marino:': u'\U0001F1F8 \U0001F1F2', u':Santa_Claus:': u'\U0001F385', u':Santa_Claus_dark_skin_tone:': u'\U0001F385 \U0001F3FF', u':Santa_Claus_light_skin_tone:': u'\U0001F385 \U0001F3FB', u':Santa_Claus_medium-dark_skin_tone:': u'\U0001F385 \U0001F3FE', u':Santa_Claus_medium-light_skin_tone:': u'\U0001F385 \U0001F3FC', u':Santa_Claus_medium_skin_tone:': u'\U0001F385 \U0001F3FD', u':Saudi_Arabia:': u'\U0001F1F8 \U0001F1E6', u':Scorpius:': u'\U0000264F', u':Senegal:': u'\U0001F1F8 \U0001F1F3', u':Serbia:': u'\U0001F1F7 \U0001F1F8', u':Seychelles:': u'\U0001F1F8 \U0001F1E8', u':Sierra_Leone:': u'\U0001F1F8 \U0001F1F1', u':Singapore:': u'\U0001F1F8 \U0001F1EC', u':Sint_Maarten:': u'\U0001F1F8 \U0001F1FD', u':Slovakia:': u'\U0001F1F8 \U0001F1F0', u':Slovenia:': u'\U0001F1F8 \U0001F1EE', u':Solomon_Islands:': u'\U0001F1F8 \U0001F1E7', u':Somalia:': u'\U0001F1F8 \U0001F1F4', u':South_Africa:': u'\U0001F1FF \U0001F1E6', u':South_Georgia_&_South_Sandwich_Islands:': u'\U0001F1EC \U0001F1F8', u':South_Korea:': u'\U0001F1F0 \U0001F1F7', u':South_Sudan:': u'\U0001F1F8 \U0001F1F8', u':Spain:': u'\U0001F1EA \U0001F1F8', u':Sri_Lanka:': u'\U0001F1F1 \U0001F1F0', u':St._Barthélemy:': u'\U0001F1E7 \U0001F1F1', u':St._Helena:': u'\U0001F1F8 \U0001F1ED', u':St._Kitts_&_Nevis:': u'\U0001F1F0 \U0001F1F3', u':St._Lucia:': u'\U0001F1F1 \U0001F1E8', u':St._Martin:': u'\U0001F1F2 \U0001F1EB', u':St._Pierre_&_Miquelon:': u'\U0001F1F5 \U0001F1F2', u':St._Vincent_&_Grenadines:': u'\U0001F1FB \U0001F1E8', u':Statue_of_Liberty:': u'\U0001F5FD', u':Sudan:': u'\U0001F1F8 \U0001F1E9', u':Suriname:': u'\U0001F1F8 \U0001F1F7', u':Svalbard_&_Jan_Mayen:': u'\U0001F1F8 \U0001F1EF', u':Swaziland:': u'\U0001F1F8 \U0001F1FF', u':Sweden:': u'\U0001F1F8 \U0001F1EA', u':Switzerland:': u'\U0001F1E8 \U0001F1ED', u':Syria:': u'\U0001F1F8 \U0001F1FE', u':São_Tomé_&_Príncipe:': u'\U0001F1F8 \U0001F1F9', u':TOP_arrow:': u'\U0001F51D', u':Taiwan:': u'\U0001F1F9 \U0001F1FC', u':Tajikistan:': u'\U0001F1F9 \U0001F1EF', u':Tanzania:': u'\U0001F1F9 \U0001F1FF', u':Taurus:': u'\U00002649', u':Thailand:': u'\U0001F1F9 \U0001F1ED', u':Timor-Leste:': u'\U0001F1F9 \U0001F1F1', u':Togo:': u'\U0001F1F9 \U0001F1EC', u':Tokelau:': u'\U0001F1F9 \U0001F1F0', u':Tokyo_tower:': u'\U0001F5FC', u':Tonga:': u'\U0001F1F9 \U0001F1F4', u':Trinidad_&_Tobago:': u'\U0001F1F9 \U0001F1F9', u':Tristan_da_Cunha:': u'\U0001F1F9 \U0001F1E6', u':Tunisia:': u'\U0001F1F9 \U0001F1F3', u':Turkey:': u'\U0001F1F9 \U0001F1F7', u':Turkmenistan:': u'\U0001F1F9 \U0001F1F2', u':Turks_&_Caicos_Islands:': u'\U0001F1F9 \U0001F1E8', u':Tuvalu:': u'\U0001F1F9 \U0001F1FB', u':U.S._Outlying_Islands:': u'\U0001F1FA \U0001F1F2', u':U.S._Virgin_Islands:': u'\U0001F1FB \U0001F1EE', u':UP!_button:': u'\U0001F199', u':Uganda:': u'\U0001F1FA \U0001F1EC', u':Ukraine:': u'\U0001F1FA \U0001F1E6', u':United_Arab_Emirates:': u'\U0001F1E6 \U0001F1EA', u':United_Kingdom:': u'\U0001F1EC \U0001F1E7', u':United_Nations:': u'\U0001F1FA \U0001F1F3', u':United_States:': u'\U0001F1FA \U0001F1F8', u':Uruguay:': u'\U0001F1FA \U0001F1FE', u':Uzbekistan:': u'\U0001F1FA \U0001F1FF', u':VS_button:': u'\U0001F19A', u':Vanuatu:': u'\U0001F1FB \U0001F1FA', u':Vatican_City:': u'\U0001F1FB \U0001F1E6', u':Venezuela:': u'\U0001F1FB \U0001F1EA', u':Vietnam:': u'\U0001F1FB \U0001F1F3', u':Virgo:': u'\U0000264D', u':Wallis_&_Futuna:': u'\U0001F1FC \U0001F1EB', u':Western_Sahara:': u'\U0001F1EA \U0001F1ED', u':Yemen:': u'\U0001F1FE \U0001F1EA', u':Zambia:': u'\U0001F1FF \U0001F1F2', u':Zimbabwe:': u'\U0001F1FF \U0001F1FC', u':admission_tickets:': u'\U0001F39F', u':aerial_tramway:': u'\U0001F6A1', u':airplane:': u'\U00002708', u':airplane_arrival:': u'\U0001F6EC', u':airplane_departure:': u'\U0001F6EB', u':alarm_clock:': u'\U000023F0', u':alembic:': u'\U00002697', u':alien:': u'\U0001F47D', u':alien_monster:': u'\U0001F47E', u':ambulance:': u'\U0001F691', u':american_football:': u'\U0001F3C8', u':amphora:': u'\U0001F3FA', u':anchor:': u'\U00002693', u':anger_symbol:': u'\U0001F4A2', u':angry_face:': u'\U0001F620', u':angry_face_with_horns:': u'\U0001F47F', u':anguished_face:': u'\U0001F627', u':ant:': u'\U0001F41C', u':antenna_bars:': u'\U0001F4F6', u':anticlockwise_arrows_button:': u'\U0001F504', u':articulated_lorry:': u'\U0001F69B', u':artist_palette:': u'\U0001F3A8', u':astonished_face:': u'\U0001F632', u':atom_symbol:': u'\U0000269B', u':automobile:': u'\U0001F697', u':avocado:': u'\U0001F951', u':baby:': u'\U0001F476', u':baby_angel:': u'\U0001F47C', u':baby_angel_dark_skin_tone:': u'\U0001F47C \U0001F3FF', u':baby_angel_light_skin_tone:': u'\U0001F47C \U0001F3FB', u':baby_angel_medium-dark_skin_tone:': u'\U0001F47C \U0001F3FE', u':baby_angel_medium-light_skin_tone:': u'\U0001F47C \U0001F3FC', u':baby_angel_medium_skin_tone:': u'\U0001F47C \U0001F3FD', u':baby_bottle:': u'\U0001F37C', u':baby_chick:': u'\U0001F424', u':baby_dark_skin_tone:': u'\U0001F476 \U0001F3FF', u':baby_light_skin_tone:': u'\U0001F476 \U0001F3FB', u':baby_medium-dark_skin_tone:': u'\U0001F476 \U0001F3FE', u':baby_medium-light_skin_tone:': u'\U0001F476 \U0001F3FC', u':baby_medium_skin_tone:': u'\U0001F476 \U0001F3FD', u':baby_symbol:': u'\U0001F6BC', u':backhand_index_pointing_down:': u'\U0001F447', u':backhand_index_pointing_down_dark_skin_tone:': u'\U0001F447 \U0001F3FF', u':backhand_index_pointing_down_light_skin_tone:': u'\U0001F447 \U0001F3FB', u':backhand_index_pointing_down_medium-dark_skin_tone:': u'\U0001F447 \U0001F3FE', u':backhand_index_pointing_down_medium-light_skin_tone:': u'\U0001F447 \U0001F3FC', u':backhand_index_pointing_down_medium_skin_tone:': u'\U0001F447 \U0001F3FD', u':backhand_index_pointing_left:': u'\U0001F448', u':backhand_index_pointing_left_dark_skin_tone:': u'\U0001F448 \U0001F3FF', u':backhand_index_pointing_left_light_skin_tone:': u'\U0001F448 \U0001F3FB', u':backhand_index_pointing_left_medium-dark_skin_tone:': u'\U0001F448 \U0001F3FE', u':backhand_index_pointing_left_medium-light_skin_tone:': u'\U0001F448 \U0001F3FC', u':backhand_index_pointing_left_medium_skin_tone:': u'\U0001F448 \U0001F3FD', u':backhand_index_pointing_right:': u'\U0001F449', u':backhand_index_pointing_right_dark_skin_tone:': u'\U0001F449 \U0001F3FF', u':backhand_index_pointing_right_light_skin_tone:': u'\U0001F449 \U0001F3FB', u':backhand_index_pointing_right_medium-dark_skin_tone:': u'\U0001F449 \U0001F3FE', u':backhand_index_pointing_right_medium-light_skin_tone:': u'\U0001F449 \U0001F3FC', u':backhand_index_pointing_right_medium_skin_tone:': u'\U0001F449 \U0001F3FD', u':backhand_index_pointing_up:': u'\U0001F446', u':backhand_index_pointing_up_dark_skin_tone:': u'\U0001F446 \U0001F3FF', u':backhand_index_pointing_up_light_skin_tone:': u'\U0001F446 \U0001F3FB', u':backhand_index_pointing_up_medium-dark_skin_tone:': u'\U0001F446 \U0001F3FE', u':backhand_index_pointing_up_medium-light_skin_tone:': u'\U0001F446 \U0001F3FC', u':backhand_index_pointing_up_medium_skin_tone:': u'\U0001F446 \U0001F3FD', u':bacon:': u'\U0001F953', u':badminton:': u'\U0001F3F8', u':baggage_claim:': u'\U0001F6C4', u':baguette_bread:': u'\U0001F956', u':balance_scale:': u'\U00002696', u':balloon:': u'\U0001F388', u':ballot_box_with_ballot:': u'\U0001F5F3', u':ballot_box_with_check:': u'\U00002611', u':banana:': u'\U0001F34C', u':bank:': u'\U0001F3E6', u':bar_chart:': u'\U0001F4CA', u':barber_pole:': u'\U0001F488', u':baseball:': u'\U000026BE', u':basketball:': u'\U0001F3C0', u':bat:': u'\U0001F987', u':bathtub:': u'\U0001F6C1', u':battery:': u'\U0001F50B', u':beach_with_umbrella:': u'\U0001F3D6', u':bear_face:': u'\U0001F43B', u':beating_heart:': u'\U0001F493', u':bed:': u'\U0001F6CF', u':beer_mug:': u'\U0001F37A', u':bell:': u'\U0001F514', u':bell_with_slash:': u'\U0001F515', u':bellhop_bell:': u'\U0001F6CE', u':bento_box:': u'\U0001F371', u':bicycle:': u'\U0001F6B2', u':bikini:': u'\U0001F459', u':biohazard:': u'\U00002623', u':bird:': u'\U0001F426', u':birthday_cake:': u'\U0001F382', u':black_circle:': u'\U000026AB', u':black_flag:': u'\U0001F3F4', u':black_heart:': u'\U0001F5A4', u':black_large_square:': u'\U00002B1B', u':black_medium-small_square:': u'\U000025FE', u':black_medium_square:': u'\U000025FC', u':black_nib:': u'\U00002712', u':black_small_square:': u'\U000025AA', u':black_square_button:': u'\U0001F532', u':blond-haired_man:': u'\U0001F471 \U0000200D \U00002642 \U0000FE0F', u':blond-haired_man_dark_skin_tone:': u'\U0001F471 \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':blond-haired_man_light_skin_tone:': u'\U0001F471 \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':blond-haired_man_medium-dark_skin_tone:': u'\U0001F471 \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':blond-haired_man_medium-light_skin_tone:': u'\U0001F471 \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':blond-haired_man_medium_skin_tone:': u'\U0001F471 \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':blond-haired_person:': u'\U0001F471', u':blond-haired_person_dark_skin_tone:': u'\U0001F471 \U0001F3FF', u':blond-haired_person_light_skin_tone:': u'\U0001F471 \U0001F3FB', u':blond-haired_person_medium-dark_skin_tone:': u'\U0001F471 \U0001F3FE', u':blond-haired_person_medium-light_skin_tone:': u'\U0001F471 \U0001F3FC', u':blond-haired_person_medium_skin_tone:': u'\U0001F471 \U0001F3FD', u':blond-haired_woman:': u'\U0001F471 \U0000200D \U00002640 \U0000FE0F', u':blond-haired_woman_dark_skin_tone:': u'\U0001F471 \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':blond-haired_woman_light_skin_tone:': u'\U0001F471 \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':blond-haired_woman_medium-dark_skin_tone:': u'\U0001F471 \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':blond-haired_woman_medium-light_skin_tone:': u'\U0001F471 \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':blond-haired_woman_medium_skin_tone:': u'\U0001F471 \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':blossom:': u'\U0001F33C', u':blowfish:': u'\U0001F421', u':blue_book:': u'\U0001F4D8', u':blue_circle:': u'\U0001F535', u':blue_heart:': u'\U0001F499', u':boar:': u'\U0001F417', u':bomb:': u'\U0001F4A3', u':bookmark:': u'\U0001F516', u':bookmark_tabs:': u'\U0001F4D1', u':books:': u'\U0001F4DA', u':bottle_with_popping_cork:': u'\U0001F37E', u':bouquet:': u'\U0001F490', u':bow_and_arrow:': u'\U0001F3F9', u':bowling:': u'\U0001F3B3', u':boxing_glove:': u'\U0001F94A', u':boy:': u'\U0001F466', u':boy_dark_skin_tone:': u'\U0001F466 \U0001F3FF', u':boy_light_skin_tone:': u'\U0001F466 \U0001F3FB', u':boy_medium-dark_skin_tone:': u'\U0001F466 \U0001F3FE', u':boy_medium-light_skin_tone:': u'\U0001F466 \U0001F3FC', u':boy_medium_skin_tone:': u'\U0001F466 \U0001F3FD', u':bread:': u'\U0001F35E', u':bride_with_veil:': u'\U0001F470', u':bride_with_veil_dark_skin_tone:': u'\U0001F470 \U0001F3FF', u':bride_with_veil_light_skin_tone:': u'\U0001F470 \U0001F3FB', u':bride_with_veil_medium-dark_skin_tone:': u'\U0001F470 \U0001F3FE', u':bride_with_veil_medium-light_skin_tone:': u'\U0001F470 \U0001F3FC', u':bride_with_veil_medium_skin_tone:': u'\U0001F470 \U0001F3FD', u':bridge_at_night:': u'\U0001F309', u':briefcase:': u'\U0001F4BC', u':bright_button:': u'\U0001F506', u':broken_heart:': u'\U0001F494', u':bug:': u'\U0001F41B', u':building_construction:': u'\U0001F3D7', u':burrito:': u'\U0001F32F', u':bus:': u'\U0001F68C', u':bus_stop:': u'\U0001F68F', u':bust_in_silhouette:': u'\U0001F464', u':busts_in_silhouette:': u'\U0001F465', u':butterfly:': u'\U0001F98B', u':cactus:': u'\U0001F335', u':calendar:': u'\U0001F4C5', u':call_me_hand:': u'\U0001F919', u':call_me_hand_dark_skin_tone:': u'\U0001F919 \U0001F3FF', u':call_me_hand_light_skin_tone:': u'\U0001F919 \U0001F3FB', u':call_me_hand_medium-dark_skin_tone:': u'\U0001F919 \U0001F3FE', u':call_me_hand_medium-light_skin_tone:': u'\U0001F919 \U0001F3FC', u':call_me_hand_medium_skin_tone:': u'\U0001F919 \U0001F3FD', u':camel:': u'\U0001F42A', u':camera:': u'\U0001F4F7', u':camera_with_flash:': u'\U0001F4F8', u':camping:': u'\U0001F3D5', u':candle:': u'\U0001F56F', u':candy:': u'\U0001F36C', u':canoe:': u'\U0001F6F6', u':card_file_box:': u'\U0001F5C3', u':card_index:': u'\U0001F4C7', u':card_index_dividers:': u'\U0001F5C2', u':carousel_horse:': u'\U0001F3A0', u':carp_streamer:': u'\U0001F38F', u':carrot:': u'\U0001F955', u':castle:': u'\U0001F3F0', u':cat:': u'\U0001F408', u':cat_face:': u'\U0001F431', u':cat_face_with_tears_of_joy:': u'\U0001F639', u':cat_face_with_wry_smile:': u'\U0001F63C', u':chains:': u'\U000026D3', u':chart_decreasing:': u'\U0001F4C9', u':chart_increasing:': u'\U0001F4C8', u':chart_increasing_with_yen:': u'\U0001F4B9', u':cheese_wedge:': u'\U0001F9C0', u':chequered_flag:': u'\U0001F3C1', u':cherries:': u'\U0001F352', u':cherry_blossom:': u'\U0001F338', u':chestnut:': u'\U0001F330', u':chicken:': u'\U0001F414', u':children_crossing:': u'\U0001F6B8', u':chipmunk:': u'\U0001F43F', u':chocolate_bar:': u'\U0001F36B', u':church:': u'\U000026EA', u':cigarette:': u'\U0001F6AC', u':cinema:': u'\U0001F3A6', u':circled_M:': u'\U000024C2', u':circus_tent:': u'\U0001F3AA', u':cityscape:': u'\U0001F3D9', u':cityscape_at_dusk:': u'\U0001F306', u':clamp:': u'\U0001F5DC', u':clapper_board:': u'\U0001F3AC', u':clapping_hands:': u'\U0001F44F', u':clapping_hands_dark_skin_tone:': u'\U0001F44F \U0001F3FF', u':clapping_hands_light_skin_tone:': u'\U0001F44F \U0001F3FB', u':clapping_hands_medium-dark_skin_tone:': u'\U0001F44F \U0001F3FE', u':clapping_hands_medium-light_skin_tone:': u'\U0001F44F \U0001F3FC', u':clapping_hands_medium_skin_tone:': u'\U0001F44F \U0001F3FD', u':classical_building:': u'\U0001F3DB', u':clinking_beer_mugs:': u'\U0001F37B', u':clinking_glasses:': u'\U0001F942', u':clipboard:': u'\U0001F4CB', u':clockwise_vertical_arrows:': u'\U0001F503', u':closed_book:': u'\U0001F4D5', u':closed_mailbox_with_lowered_flag:': u'\U0001F4EA', u':closed_mailbox_with_raised_flag:': u'\U0001F4EB', u':closed_umbrella:': u'\U0001F302', u':cloud:': u'\U00002601', u':cloud_with_lightning:': u'\U0001F329', u':cloud_with_lightning_and_rain:': u'\U000026C8', u':cloud_with_rain:': u'\U0001F327', u':cloud_with_snow:': u'\U0001F328', u':clown_face:': u'\U0001F921', u':club_suit:': u'\U00002663', u':clutch_bag:': u'\U0001F45D', u':cocktail_glass:': u'\U0001F378', u':coffin:': u'\U000026B0', u':collision:': u'\U0001F4A5', u':comet:': u'\U00002604', u':computer_disk:': u'\U0001F4BD', u':computer_mouse:': u'\U0001F5B1', u':confetti_ball:': u'\U0001F38A', u':confounded_face:': u'\U0001F616', u':confused_face:': u'\U0001F615', u':construction:': u'\U0001F6A7', u':construction_worker:': u'\U0001F477', u':construction_worker_dark_skin_tone:': u'\U0001F477 \U0001F3FF', u':construction_worker_light_skin_tone:': u'\U0001F477 \U0001F3FB', u':construction_worker_medium-dark_skin_tone:': u'\U0001F477 \U0001F3FE', u':construction_worker_medium-light_skin_tone:': u'\U0001F477 \U0001F3FC', u':construction_worker_medium_skin_tone:': u'\U0001F477 \U0001F3FD', u':control_knobs:': u'\U0001F39B', u':convenience_store:': u'\U0001F3EA', u':cooked_rice:': u'\U0001F35A', u':cookie:': u'\U0001F36A', u':cooking:': u'\U0001F373', u':copyright:': u'\U000000A9', u':couch_and_lamp:': u'\U0001F6CB', u':couple_with_heart:': u'\U0001F491', u':couple_with_heart_man_man:': u'\U0001F468 \U0000200D \U00002764 \U0000FE0F \U0000200D \U0001F468', u':couple_with_heart_woman_man:': u'\U0001F469 \U0000200D \U00002764 \U0000FE0F \U0000200D \U0001F468', u':couple_with_heart_woman_woman:': u'\U0001F469 \U0000200D \U00002764 \U0000FE0F \U0000200D \U0001F469', u':cow:': u'\U0001F404', u':cow_face:': u'\U0001F42E', u':cowboy_hat_face:': u'\U0001F920', u':crab:': u'\U0001F980', u':crayon:': u'\U0001F58D', u':credit_card:': u'\U0001F4B3', u':crescent_moon:': u'\U0001F319', u':cricket:': u'\U0001F3CF', u':crocodile:': u'\U0001F40A', u':croissant:': u'\U0001F950', u':cross_mark:': u'\U0000274C', u':cross_mark_button:': u'\U0000274E', u':crossed_fingers:': u'\U0001F91E', u':crossed_fingers_dark_skin_tone:': u'\U0001F91E \U0001F3FF', u':crossed_fingers_light_skin_tone:': u'\U0001F91E \U0001F3FB', u':crossed_fingers_medium-dark_skin_tone:': u'\U0001F91E \U0001F3FE', u':crossed_fingers_medium-light_skin_tone:': u'\U0001F91E \U0001F3FC', u':crossed_fingers_medium_skin_tone:': u'\U0001F91E \U0001F3FD', u':crossed_flags:': u'\U0001F38C', u':crossed_swords:': u'\U00002694', u':crown:': u'\U0001F451', u':crying_cat_face:': u'\U0001F63F', u':crying_face:': u'\U0001F622', u':crystal_ball:': u'\U0001F52E', u':cucumber:': u'\U0001F952', u':curly_loop:': u'\U000027B0', u':currency_exchange:': u'\U0001F4B1', u':curry_rice:': u'\U0001F35B', u':custard:': u'\U0001F36E', u':customs:': u'\U0001F6C3', u':cyclone:': u'\U0001F300', u':dagger:': u'\U0001F5E1', u':dango:': u'\U0001F361', u':dark_skin_tone:': u'\U0001F3FF', u':dashing_away:': u'\U0001F4A8', u':deciduous_tree:': u'\U0001F333', u':deer:': u'\U0001F98C', u':delivery_truck:': u'\U0001F69A', u':department_store:': u'\U0001F3EC', u':derelict_house:': u'\U0001F3DA', u':desert:': u'\U0001F3DC', u':desert_island:': u'\U0001F3DD', u':desktop_computer:': u'\U0001F5A5', u':detective:': u'\U0001F575', u':detective_dark_skin_tone:': u'\U0001F575 \U0001F3FF', u':detective_light_skin_tone:': u'\U0001F575 \U0001F3FB', u':detective_medium-dark_skin_tone:': u'\U0001F575 \U0001F3FE', u':detective_medium-light_skin_tone:': u'\U0001F575 \U0001F3FC', u':detective_medium_skin_tone:': u'\U0001F575 \U0001F3FD', u':diamond_suit:': u'\U00002666', u':diamond_with_a_dot:': u'\U0001F4A0', u':dim_button:': u'\U0001F505', u':direct_hit:': u'\U0001F3AF', u':disappointed_but_relieved_face:': u'\U0001F625', u':disappointed_face:': u'\U0001F61E', u':dizzy:': u'\U0001F4AB', u':dizzy_face:': u'\U0001F635', u':dog:': u'\U0001F415', u':dog_face:': u'\U0001F436', u':dollar_banknote:': u'\U0001F4B5', u':dolphin:': u'\U0001F42C', u':door:': u'\U0001F6AA', u':dotted_six-pointed_star:': u'\U0001F52F', u':double_curly_loop:': u'\U000027BF', u':double_exclamation_mark:': u'\U0000203C', u':doughnut:': u'\U0001F369', u':dove:': u'\U0001F54A', u':down-left_arrow:': u'\U00002199', u':down-right_arrow:': u'\U00002198', u':down_arrow:': u'\U00002B07', u':down_button:': u'\U0001F53D', u':dragon:': u'\U0001F409', u':dragon_face:': u'\U0001F432', u':dress:': u'\U0001F457', u':drooling_face:': u'\U0001F924', u':droplet:': u'\U0001F4A7', u':drum:': u'\U0001F941', u':duck:': u'\U0001F986', u':dvd:': u'\U0001F4C0', u':e-mail:': u'\U0001F4E7', u':eagle:': u'\U0001F985', u':ear:': u'\U0001F442', u':ear_dark_skin_tone:': u'\U0001F442 \U0001F3FF', u':ear_light_skin_tone:': u'\U0001F442 \U0001F3FB', u':ear_medium-dark_skin_tone:': u'\U0001F442 \U0001F3FE', u':ear_medium-light_skin_tone:': u'\U0001F442 \U0001F3FC', u':ear_medium_skin_tone:': u'\U0001F442 \U0001F3FD', u':ear_of_corn:': u'\U0001F33D', u':egg:': u'\U0001F95A', u':eggplant:': u'\U0001F346', u':eight-pointed_star:': u'\U00002734', u':eight-spoked_asterisk:': u'\U00002733', u':eight-thirty:': u'\U0001F563', u':eight_o’clock:': u'\U0001F557', u':eject_button:': u'\U000023CF', u':electric_plug:': u'\U0001F50C', u':elephant:': u'\U0001F418', u':eleven-thirty:': u'\U0001F566', u':eleven_o’clock:': u'\U0001F55A', u':envelope:': u'\U00002709', u':envelope_with_arrow:': u'\U0001F4E9', u':euro_banknote:': u'\U0001F4B6', u':evergreen_tree:': u'\U0001F332', u':exclamation_mark:': u'\U00002757', u':exclamation_question_mark:': u'\U00002049', u':expressionless_face:': u'\U0001F611', u':eye:': u'\U0001F441', u':eye_in_speech_bubble:': u'\U0001F441 \U0000FE0F \U0000200D \U0001F5E8 \U0000FE0F', u':eyes:': u'\U0001F440', u':face_blowing_a_kiss:': u'\U0001F618', u':face_savouring_delicious_food:': u'\U0001F60B', u':face_screaming_in_fear:': u'\U0001F631', u':face_with_cold_sweat:': u'\U0001F613', u':face_with_head-bandage:': u'\U0001F915', u':face_with_medical_mask:': u'\U0001F637', u':face_with_open_mouth:': u'\U0001F62E', u':face_with_open_mouth_&_cold_sweat:': u'\U0001F630', u':face_with_rolling_eyes:': u'\U0001F644', u':face_with_steam_from_nose:': u'\U0001F624', u':face_with_stuck-out_tongue:': u'\U0001F61B', u':face_with_stuck-out_tongue_&_closed_eyes:': u'\U0001F61D', u':face_with_stuck-out_tongue_&_winking_eye:': u'\U0001F61C', u':face_with_tears_of_joy:': u'\U0001F602', u':face_with_thermometer:': u'\U0001F912', u':face_without_mouth:': u'\U0001F636', u':factory:': u'\U0001F3ED', u':fallen_leaf:': u'\U0001F342', u':family:': u'\U0001F46A', u':family_man_boy:': u'\U0001F468 \U0000200D \U0001F466', u':family_man_boy_boy:': u'\U0001F468 \U0000200D \U0001F466 \U0000200D \U0001F466', u':family_man_girl:': u'\U0001F468 \U0000200D \U0001F467', u':family_man_girl_boy:': u'\U0001F468 \U0000200D \U0001F467 \U0000200D \U0001F466', u':family_man_girl_girl:': u'\U0001F468 \U0000200D \U0001F467 \U0000200D \U0001F467', u':family_man_man_boy:': u'\U0001F468 \U0000200D \U0001F468 \U0000200D \U0001F466', u':family_man_man_boy_boy:': u'\U0001F468 \U0000200D \U0001F468 \U0000200D \U0001F466 \U0000200D \U0001F466', u':family_man_man_girl:': u'\U0001F468 \U0000200D \U0001F468 \U0000200D \U0001F467', u':family_man_man_girl_boy:': u'\U0001F468 \U0000200D \U0001F468 \U0000200D \U0001F467 \U0000200D \U0001F466', u':family_man_man_girl_girl:': u'\U0001F468 \U0000200D \U0001F468 \U0000200D \U0001F467 \U0000200D \U0001F467', u':family_man_woman_boy:': u'\U0001F468 \U0000200D \U0001F469 \U0000200D \U0001F466', u':family_man_woman_boy_boy:': u'\U0001F468 \U0000200D \U0001F469 \U0000200D \U0001F466 \U0000200D \U0001F466', u':family_man_woman_girl:': u'\U0001F468 \U0000200D \U0001F469 \U0000200D \U0001F467', u':family_man_woman_girl_boy:': u'\U0001F468 \U0000200D \U0001F469 \U0000200D \U0001F467 \U0000200D \U0001F466', u':family_man_woman_girl_girl:': u'\U0001F468 \U0000200D \U0001F469 \U0000200D \U0001F467 \U0000200D \U0001F467', u':family_woman_boy:': u'\U0001F469 \U0000200D \U0001F466', u':family_woman_boy_boy:': u'\U0001F469 \U0000200D \U0001F466 \U0000200D \U0001F466', u':family_woman_girl:': u'\U0001F469 \U0000200D \U0001F467', u':family_woman_girl_boy:': u'\U0001F469 \U0000200D \U0001F467 \U0000200D \U0001F466', u':family_woman_girl_girl:': u'\U0001F469 \U0000200D \U0001F467 \U0000200D \U0001F467', u':family_woman_woman_boy:': u'\U0001F469 \U0000200D \U0001F469 \U0000200D \U0001F466', u':family_woman_woman_boy_boy:': u'\U0001F469 \U0000200D \U0001F469 \U0000200D \U0001F466 \U0000200D \U0001F466', u':family_woman_woman_girl:': u'\U0001F469 \U0000200D \U0001F469 \U0000200D \U0001F467', u':family_woman_woman_girl_boy:': u'\U0001F469 \U0000200D \U0001F469 \U0000200D \U0001F467 \U0000200D \U0001F466', u':family_woman_woman_girl_girl:': u'\U0001F469 \U0000200D \U0001F469 \U0000200D \U0001F467 \U0000200D \U0001F467', u':fast-forward_button:': u'\U000023E9', u':fast_down_button:': u'\U000023EC', u':fast_reverse_button:': u'\U000023EA', u':fast_up_button:': u'\U000023EB', u':fax_machine:': u'\U0001F4E0', u':fearful_face:': u'\U0001F628', u':female_sign:': u'\U00002640', u':ferris_wheel:': u'\U0001F3A1', u':ferry:': u'\U000026F4', u':field_hockey:': u'\U0001F3D1', u':file_cabinet:': u'\U0001F5C4', u':file_folder:': u'\U0001F4C1', u':film_frames:': u'\U0001F39E', u':film_projector:': u'\U0001F4FD', u':fire:': u'\U0001F525', u':fire_engine:': u'\U0001F692', u':fireworks:': u'\U0001F386', u':first_quarter_moon:': u'\U0001F313', u':first_quarter_moon_with_face:': u'\U0001F31B', u':fish:': u'\U0001F41F', u':fish_cake_with_swirl:': u'\U0001F365', u':fishing_pole:': u'\U0001F3A3', u':five-thirty:': u'\U0001F560', u':five_o’clock:': u'\U0001F554', u':flag_in_hole:': u'\U000026F3', u':flashlight:': u'\U0001F526', u':fleur-de-lis:': u'\U0000269C', u':flexed_biceps:': u'\U0001F4AA', u':flexed_biceps_dark_skin_tone:': u'\U0001F4AA \U0001F3FF', u':flexed_biceps_light_skin_tone:': u'\U0001F4AA \U0001F3FB', u':flexed_biceps_medium-dark_skin_tone:': u'\U0001F4AA \U0001F3FE', u':flexed_biceps_medium-light_skin_tone:': u'\U0001F4AA \U0001F3FC', u':flexed_biceps_medium_skin_tone:': u'\U0001F4AA \U0001F3FD', u':floppy_disk:': u'\U0001F4BE', u':flower_playing_cards:': u'\U0001F3B4', u':flushed_face:': u'\U0001F633', u':fog:': u'\U0001F32B', u':foggy:': u'\U0001F301', u':folded_hands:': u'\U0001F64F', u':folded_hands_dark_skin_tone:': u'\U0001F64F \U0001F3FF', u':folded_hands_light_skin_tone:': u'\U0001F64F \U0001F3FB', u':folded_hands_medium-dark_skin_tone:': u'\U0001F64F \U0001F3FE', u':folded_hands_medium-light_skin_tone:': u'\U0001F64F \U0001F3FC', u':folded_hands_medium_skin_tone:': u'\U0001F64F \U0001F3FD', u':footprints:': u'\U0001F463', u':fork_and_knife:': u'\U0001F374', u':fork_and_knife_with_plate:': u'\U0001F37D', u':fountain:': u'\U000026F2', u':fountain_pen:': u'\U0001F58B', u':four-thirty:': u'\U0001F55F', u':four_leaf_clover:': u'\U0001F340', u':four_o’clock:': u'\U0001F553', u':fox_face:': u'\U0001F98A', u':framed_picture:': u'\U0001F5BC', u':french_fries:': u'\U0001F35F', u':fried_shrimp:': u'\U0001F364', u':frog_face:': u'\U0001F438', u':front-facing_baby_chick:': u'\U0001F425', u':frowning_face:': u'\U00002639', u':frowning_face_with_open_mouth:': u'\U0001F626', u':fuel_pump:': u'\U000026FD', u':full_moon:': u'\U0001F315', u':full_moon_with_face:': u'\U0001F31D', u':funeral_urn:': u'\U000026B1', u':game_die:': u'\U0001F3B2', u':gear:': u'\U00002699', u':gem_stone:': u'\U0001F48E', u':ghost:': u'\U0001F47B', u':girl:': u'\U0001F467', u':girl_dark_skin_tone:': u'\U0001F467 \U0001F3FF', u':girl_light_skin_tone:': u'\U0001F467 \U0001F3FB', u':girl_medium-dark_skin_tone:': u'\U0001F467 \U0001F3FE', u':girl_medium-light_skin_tone:': u'\U0001F467 \U0001F3FC', u':girl_medium_skin_tone:': u'\U0001F467 \U0001F3FD', u':glass_of_milk:': u'\U0001F95B', u':glasses:': u'\U0001F453', u':globe_showing_Americas:': u'\U0001F30E', u':globe_showing_Asia-Australia:': u'\U0001F30F', u':globe_showing_Europe-Africa:': u'\U0001F30D', u':globe_with_meridians:': u'\U0001F310', u':glowing_star:': u'\U0001F31F', u':goal_net:': u'\U0001F945', u':goat:': u'\U0001F410', u':goblin:': u'\U0001F47A', u':gorilla:': u'\U0001F98D', u':graduation_cap:': u'\U0001F393', u':grapes:': u'\U0001F347', u':green_apple:': u'\U0001F34F', u':green_book:': u'\U0001F4D7', u':green_heart:': u'\U0001F49A', u':green_salad:': u'\U0001F957', u':grimacing_face:': u'\U0001F62C', u':grinning_cat_face_with_smiling_eyes:': u'\U0001F638', u':grinning_face:': u'\U0001F600', u':grinning_face_with_smiling_eyes:': u'\U0001F601', u':growing_heart:': u'\U0001F497', u':guard:': u'\U0001F482', u':guard_dark_skin_tone:': u'\U0001F482 \U0001F3FF', u':guard_light_skin_tone:': u'\U0001F482 \U0001F3FB', u':guard_medium-dark_skin_tone:': u'\U0001F482 \U0001F3FE', u':guard_medium-light_skin_tone:': u'\U0001F482 \U0001F3FC', u':guard_medium_skin_tone:': u'\U0001F482 \U0001F3FD', u':guitar:': u'\U0001F3B8', u':hamburger:': u'\U0001F354', u':hammer:': u'\U0001F528', u':hammer_and_pick:': u'\U00002692', u':hammer_and_wrench:': u'\U0001F6E0', u':hamster_face:': u'\U0001F439', u':handbag:': u'\U0001F45C', u':handshake:': u'\U0001F91D', u':hatching_chick:': u'\U0001F423', u':headphone:': u'\U0001F3A7', u':hear-no-evil_monkey:': u'\U0001F649', u':heart_decoration:': u'\U0001F49F', u':heart_suit:': u'\U00002665', u':heart_with_arrow:': u'\U0001F498', u':heart_with_ribbon:': u'\U0001F49D', u':heavy_check_mark:': u'\U00002714', u':heavy_division_sign:': u'\U00002797', u':heavy_dollar_sign:': u'\U0001F4B2', u':heavy_heart_exclamation:': u'\U00002763', u':heavy_large_circle:': u'\U00002B55', u':heavy_minus_sign:': u'\U00002796', u':heavy_multiplication_x:': u'\U00002716', u':heavy_plus_sign:': u'\U00002795', u':helicopter:': u'\U0001F681', u':herb:': u'\U0001F33F', u':hibiscus:': u'\U0001F33A', u':high-heeled_shoe:': u'\U0001F460', u':high-speed_train:': u'\U0001F684', u':high-speed_train_with_bullet_nose:': u'\U0001F685', u':high_voltage:': u'\U000026A1', u':hole:': u'\U0001F573', u':honey_pot:': u'\U0001F36F', u':honeybee:': u'\U0001F41D', u':horizontal_traffic_light:': u'\U0001F6A5', u':horse:': u'\U0001F40E', u':horse_face:': u'\U0001F434', u':horse_racing:': u'\U0001F3C7', u':horse_racing_dark_skin_tone:': u'\U0001F3C7 \U0001F3FF', u':horse_racing_light_skin_tone:': u'\U0001F3C7 \U0001F3FB', u':horse_racing_medium-dark_skin_tone:': u'\U0001F3C7 \U0001F3FE', u':horse_racing_medium-light_skin_tone:': u'\U0001F3C7 \U0001F3FC', u':horse_racing_medium_skin_tone:': u'\U0001F3C7 \U0001F3FD', u':hospital:': u'\U0001F3E5', u':hot_beverage:': u'\U00002615', u':hot_dog:': u'\U0001F32D', u':hot_pepper:': u'\U0001F336', u':hot_springs:': u'\U00002668', u':hotel:': u'\U0001F3E8', u':hourglass:': u'\U0000231B', u':hourglass_with_flowing_sand:': u'\U000023F3', u':house:': u'\U0001F3E0', u':house_with_garden:': u'\U0001F3E1', u':hugging_face:': u'\U0001F917', u':hundred_points:': u'\U0001F4AF', u':hushed_face:': u'\U0001F62F', u':ice_cream:': u'\U0001F368', u':ice_hockey:': u'\U0001F3D2', u':ice_skate:': u'\U000026F8', u':inbox_tray:': u'\U0001F4E5', u':incoming_envelope:': u'\U0001F4E8', u':index_pointing_up:': u'\U0000261D', u':index_pointing_up_dark_skin_tone:': u'\U0000261D \U0001F3FF', u':index_pointing_up_light_skin_tone:': u'\U0000261D \U0001F3FB', u':index_pointing_up_medium-dark_skin_tone:': u'\U0000261D \U0001F3FE', u':index_pointing_up_medium-light_skin_tone:': u'\U0000261D \U0001F3FC', u':index_pointing_up_medium_skin_tone:': u'\U0000261D \U0001F3FD', u':information:': u'\U00002139', u':input_latin_letters:': u'\U0001F524', u':input_latin_lowercase:': u'\U0001F521', u':input_latin_uppercase:': u'\U0001F520', u':input_numbers:': u'\U0001F522', u':input_symbols:': u'\U0001F523', u':jack-o-lantern:': u'\U0001F383', u':jeans:': u'\U0001F456', u':joker:': u'\U0001F0CF', u':joystick:': u'\U0001F579', u':kaaba:': u'\U0001F54B', u':key:': u'\U0001F511', u':keyboard:': u'\U00002328', u':keycap_#:': u'\U00000023 \U0000FE0F \U000020E3', u':keycap_*:': u'\U0000002A \U0000FE0F \U000020E3', u':keycap_0:': u'\U00000030 \U0000FE0F \U000020E3', u':keycap_1:': u'\U00000031 \U0000FE0F \U000020E3', u':keycap_10:': u'\U0001F51F', u':keycap_2:': u'\U00000032 \U0000FE0F \U000020E3', u':keycap_3:': u'\U00000033 \U0000FE0F \U000020E3', u':keycap_4:': u'\U00000034 \U0000FE0F \U000020E3', u':keycap_5:': u'\U00000035 \U0000FE0F \U000020E3', u':keycap_6:': u'\U00000036 \U0000FE0F \U000020E3', u':keycap_7:': u'\U00000037 \U0000FE0F \U000020E3', u':keycap_8:': u'\U00000038 \U0000FE0F \U000020E3', u':keycap_9:': u'\U00000039 \U0000FE0F \U000020E3', u':kick_scooter:': u'\U0001F6F4', u':kimono:': u'\U0001F458', u':kiss:': u'\U0001F48F', u':kiss_man_man:': u'\U0001F468 \U0000200D \U00002764 \U0000FE0F \U0000200D \U0001F48B \U0000200D \U0001F468', u':kiss_mark:': u'\U0001F48B', u':kiss_woman_man:': u'\U0001F469 \U0000200D \U00002764 \U0000FE0F \U0000200D \U0001F48B \U0000200D \U0001F468', u':kiss_woman_woman:': u'\U0001F469 \U0000200D \U00002764 \U0000FE0F \U0000200D \U0001F48B \U0000200D \U0001F469', u':kissing_cat_face_with_closed_eyes:': u'\U0001F63D', u':kissing_face:': u'\U0001F617', u':kissing_face_with_closed_eyes:': u'\U0001F61A', u':kissing_face_with_smiling_eyes:': u'\U0001F619', u':kitchen_knife:': u'\U0001F52A', u':kiwi_fruit:': u'\U0001F95D', u':koala:': u'\U0001F428', u':label:': u'\U0001F3F7', u':lady_beetle:': u'\U0001F41E', u':laptop_computer:': u'\U0001F4BB', u':large_blue_diamond:': u'\U0001F537', u':large_orange_diamond:': u'\U0001F536', u':last_quarter_moon:': u'\U0001F317', u':last_quarter_moon_with_face:': u'\U0001F31C', u':last_track_button:': u'\U000023EE', u':latin_cross:': u'\U0000271D', u':leaf_fluttering_in_wind:': u'\U0001F343', u':ledger:': u'\U0001F4D2', u':left-facing_fist:': u'\U0001F91B', u':left-facing_fist_dark_skin_tone:': u'\U0001F91B \U0001F3FF', u':left-facing_fist_light_skin_tone:': u'\U0001F91B \U0001F3FB', u':left-facing_fist_medium-dark_skin_tone:': u'\U0001F91B \U0001F3FE', u':left-facing_fist_medium-light_skin_tone:': u'\U0001F91B \U0001F3FC', u':left-facing_fist_medium_skin_tone:': u'\U0001F91B \U0001F3FD', u':left-pointing_magnifying_glass:': u'\U0001F50D', u':left-right_arrow:': u'\U00002194', u':left_arrow:': u'\U00002B05', u':left_arrow_curving_right:': u'\U000021AA', u':left_luggage:': u'\U0001F6C5', u':left_speech_bubble:': u'\U0001F5E8', u':lemon:': u'\U0001F34B', u':leopard:': u'\U0001F406', u':level_slider:': u'\U0001F39A', u':light_bulb:': u'\U0001F4A1', u':light_rail:': u'\U0001F688', u':light_skin_tone:': u'\U0001F3FB', u':link:': u'\U0001F517', u':linked_paperclips:': u'\U0001F587', u':lion_face:': u'\U0001F981', u':lipstick:': u'\U0001F484', u':litter_in_bin_sign:': u'\U0001F6AE', u':lizard:': u'\U0001F98E', u':locked:': u'\U0001F512', u':locked_with_key:': u'\U0001F510', u':locked_with_pen:': u'\U0001F50F', u':locomotive:': u'\U0001F682', u':lollipop:': u'\U0001F36D', u':loudly_crying_face:': u'\U0001F62D', u':loudspeaker:': u'\U0001F4E2', u':love_hotel:': u'\U0001F3E9', u':love_letter:': u'\U0001F48C', u':lying_face:': u'\U0001F925', u':mahjong_red_dragon:': u'\U0001F004', u':male_sign:': u'\U00002642', u':man:': u'\U0001F468', u':man_and_woman_holding_hands:': u'\U0001F46B', u':man_artist:': u'\U0001F468 \U0000200D \U0001F3A8', u':man_artist_dark_skin_tone:': u'\U0001F468 \U0001F3FF \U0000200D \U0001F3A8', u':man_artist_light_skin_tone:': u'\U0001F468 \U0001F3FB \U0000200D \U0001F3A8', u':man_artist_medium-dark_skin_tone:': u'\U0001F468 \U0001F3FE \U0000200D \U0001F3A8', u':man_artist_medium-light_skin_tone:': u'\U0001F468 \U0001F3FC \U0000200D \U0001F3A8', u':man_artist_medium_skin_tone:': u'\U0001F468 \U0001F3FD \U0000200D \U0001F3A8', u':man_astronaut:': u'\U0001F468 \U0000200D \U0001F680', u':man_astronaut_dark_skin_tone:': u'\U0001F468 \U0001F3FF \U0000200D \U0001F680', u':man_astronaut_light_skin_tone:': u'\U0001F468 \U0001F3FB \U0000200D \U0001F680', u':man_astronaut_medium-dark_skin_tone:': u'\U0001F468 \U0001F3FE \U0000200D \U0001F680', u':man_astronaut_medium-light_skin_tone:': u'\U0001F468 \U0001F3FC \U0000200D \U0001F680', u':man_astronaut_medium_skin_tone:': u'\U0001F468 \U0001F3FD \U0000200D \U0001F680', u':man_biking:': u'\U0001F6B4 \U0000200D \U00002642 \U0000FE0F', u':man_biking_dark_skin_tone:': u'\U0001F6B4 \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_biking_light_skin_tone:': u'\U0001F6B4 \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_biking_medium-dark_skin_tone:': u'\U0001F6B4 \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_biking_medium-light_skin_tone:': u'\U0001F6B4 \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_biking_medium_skin_tone:': u'\U0001F6B4 \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_bouncing_ball:': u'\U000026F9 \U0000FE0F \U0000200D \U00002642 \U0000FE0F', u':man_bouncing_ball_dark_skin_tone:': u'\U000026F9 \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_bouncing_ball_light_skin_tone:': u'\U000026F9 \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_bouncing_ball_medium-dark_skin_tone:': u'\U000026F9 \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_bouncing_ball_medium-light_skin_tone:': u'\U000026F9 \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_bouncing_ball_medium_skin_tone:': u'\U000026F9 \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_bowing:': u'\U0001F647 \U0000200D \U00002642 \U0000FE0F', u':man_bowing_dark_skin_tone:': u'\U0001F647 \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_bowing_light_skin_tone:': u'\U0001F647 \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_bowing_medium-dark_skin_tone:': u'\U0001F647 \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_bowing_medium-light_skin_tone:': u'\U0001F647 \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_bowing_medium_skin_tone:': u'\U0001F647 \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_cartwheeling:': u'\U0001F938 \U0000200D \U00002642 \U0000FE0F', u':man_cartwheeling_dark_skin_tone:': u'\U0001F938 \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_cartwheeling_light_skin_tone:': u'\U0001F938 \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_cartwheeling_medium-dark_skin_tone:': u'\U0001F938 \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_cartwheeling_medium-light_skin_tone:': u'\U0001F938 \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_cartwheeling_medium_skin_tone:': u'\U0001F938 \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_construction_worker:': u'\U0001F477 \U0000200D \U00002642 \U0000FE0F', u':man_construction_worker_dark_skin_tone:': u'\U0001F477 \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_construction_worker_light_skin_tone:': u'\U0001F477 \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_construction_worker_medium-dark_skin_tone:': u'\U0001F477 \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_construction_worker_medium-light_skin_tone:': u'\U0001F477 \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_construction_worker_medium_skin_tone:': u'\U0001F477 \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_cook:': u'\U0001F468 \U0000200D \U0001F373', u':man_cook_dark_skin_tone:': u'\U0001F468 \U0001F3FF \U0000200D \U0001F373', u':man_cook_light_skin_tone:': u'\U0001F468 \U0001F3FB \U0000200D \U0001F373', u':man_cook_medium-dark_skin_tone:': u'\U0001F468 \U0001F3FE \U0000200D \U0001F373', u':man_cook_medium-light_skin_tone:': u'\U0001F468 \U0001F3FC \U0000200D \U0001F373', u':man_cook_medium_skin_tone:': u'\U0001F468 \U0001F3FD \U0000200D \U0001F373', u':man_dancing:': u'\U0001F57A', u':man_dancing_dark_skin_tone:': u'\U0001F57A \U0001F3FF', u':man_dancing_light_skin_tone:': u'\U0001F57A \U0001F3FB', u':man_dancing_medium-dark_skin_tone:': u'\U0001F57A \U0001F3FE', u':man_dancing_medium-light_skin_tone:': u'\U0001F57A \U0001F3FC', u':man_dancing_medium_skin_tone:': u'\U0001F57A \U0001F3FD', u':man_dark_skin_tone:': u'\U0001F468 \U0001F3FF', u':man_detective:': u'\U0001F575 \U0000FE0F \U0000200D \U00002642 \U0000FE0F', u':man_detective_dark_skin_tone:': u'\U0001F575 \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_detective_light_skin_tone:': u'\U0001F575 \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_detective_medium-dark_skin_tone:': u'\U0001F575 \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_detective_medium-light_skin_tone:': u'\U0001F575 \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_detective_medium_skin_tone:': u'\U0001F575 \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_facepalming:': u'\U0001F926 \U0000200D \U00002642 \U0000FE0F', u':man_facepalming_dark_skin_tone:': u'\U0001F926 \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_facepalming_light_skin_tone:': u'\U0001F926 \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_facepalming_medium-dark_skin_tone:': u'\U0001F926 \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_facepalming_medium-light_skin_tone:': u'\U0001F926 \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_facepalming_medium_skin_tone:': u'\U0001F926 \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_factory_worker:': u'\U0001F468 \U0000200D \U0001F3ED', u':man_factory_worker_dark_skin_tone:': u'\U0001F468 \U0001F3FF \U0000200D \U0001F3ED', u':man_factory_worker_light_skin_tone:': u'\U0001F468 \U0001F3FB \U0000200D \U0001F3ED', u':man_factory_worker_medium-dark_skin_tone:': u'\U0001F468 \U0001F3FE \U0000200D \U0001F3ED', u':man_factory_worker_medium-light_skin_tone:': u'\U0001F468 \U0001F3FC \U0000200D \U0001F3ED', u':man_factory_worker_medium_skin_tone:': u'\U0001F468 \U0001F3FD \U0000200D \U0001F3ED', u':man_farmer:': u'\U0001F468 \U0000200D \U0001F33E', u':man_farmer_dark_skin_tone:': u'\U0001F468 \U0001F3FF \U0000200D \U0001F33E', u':man_farmer_light_skin_tone:': u'\U0001F468 \U0001F3FB \U0000200D \U0001F33E', u':man_farmer_medium-dark_skin_tone:': u'\U0001F468 \U0001F3FE \U0000200D \U0001F33E', u':man_farmer_medium-light_skin_tone:': u'\U0001F468 \U0001F3FC \U0000200D \U0001F33E', u':man_farmer_medium_skin_tone:': u'\U0001F468 \U0001F3FD \U0000200D \U0001F33E', u':man_firefighter:': u'\U0001F468 \U0000200D \U0001F692', u':man_firefighter_dark_skin_tone:': u'\U0001F468 \U0001F3FF \U0000200D \U0001F692', u':man_firefighter_light_skin_tone:': u'\U0001F468 \U0001F3FB \U0000200D \U0001F692', u':man_firefighter_medium-dark_skin_tone:': u'\U0001F468 \U0001F3FE \U0000200D \U0001F692', u':man_firefighter_medium-light_skin_tone:': u'\U0001F468 \U0001F3FC \U0000200D \U0001F692', u':man_firefighter_medium_skin_tone:': u'\U0001F468 \U0001F3FD \U0000200D \U0001F692', u':man_frowning:': u'\U0001F64D \U0000200D \U00002642 \U0000FE0F', u':man_frowning_dark_skin_tone:': u'\U0001F64D \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_frowning_light_skin_tone:': u'\U0001F64D \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_frowning_medium-dark_skin_tone:': u'\U0001F64D \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_frowning_medium-light_skin_tone:': u'\U0001F64D \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_frowning_medium_skin_tone:': u'\U0001F64D \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_gesturing_NO:': u'\U0001F645 \U0000200D \U00002642 \U0000FE0F', u':man_gesturing_NO_dark_skin_tone:': u'\U0001F645 \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_gesturing_NO_light_skin_tone:': u'\U0001F645 \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_gesturing_NO_medium-dark_skin_tone:': u'\U0001F645 \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_gesturing_NO_medium-light_skin_tone:': u'\U0001F645 \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_gesturing_NO_medium_skin_tone:': u'\U0001F645 \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_gesturing_OK:': u'\U0001F646 \U0000200D \U00002642 \U0000FE0F', u':man_gesturing_OK_dark_skin_tone:': u'\U0001F646 \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_gesturing_OK_light_skin_tone:': u'\U0001F646 \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_gesturing_OK_medium-dark_skin_tone:': u'\U0001F646 \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_gesturing_OK_medium-light_skin_tone:': u'\U0001F646 \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_gesturing_OK_medium_skin_tone:': u'\U0001F646 \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_getting_haircut:': u'\U0001F487 \U0000200D \U00002642 \U0000FE0F', u':man_getting_haircut_dark_skin_tone:': u'\U0001F487 \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_getting_haircut_light_skin_tone:': u'\U0001F487 \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_getting_haircut_medium-dark_skin_tone:': u'\U0001F487 \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_getting_haircut_medium-light_skin_tone:': u'\U0001F487 \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_getting_haircut_medium_skin_tone:': u'\U0001F487 \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_getting_massage:': u'\U0001F486 \U0000200D \U00002642 \U0000FE0F', u':man_getting_massage_dark_skin_tone:': u'\U0001F486 \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_getting_massage_light_skin_tone:': u'\U0001F486 \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_getting_massage_medium-dark_skin_tone:': u'\U0001F486 \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_getting_massage_medium-light_skin_tone:': u'\U0001F486 \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_getting_massage_medium_skin_tone:': u'\U0001F486 \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_golfing:': u'\U0001F3CC \U0000FE0F \U0000200D \U00002642 \U0000FE0F', u':man_golfing_dark_skin_tone:': u'\U0001F3CC \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_golfing_light_skin_tone:': u'\U0001F3CC \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_golfing_medium-dark_skin_tone:': u'\U0001F3CC \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_golfing_medium-light_skin_tone:': u'\U0001F3CC \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_golfing_medium_skin_tone:': u'\U0001F3CC \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_guard:': u'\U0001F482 \U0000200D \U00002642 \U0000FE0F', u':man_guard_dark_skin_tone:': u'\U0001F482 \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_guard_light_skin_tone:': u'\U0001F482 \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_guard_medium-dark_skin_tone:': u'\U0001F482 \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_guard_medium-light_skin_tone:': u'\U0001F482 \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_guard_medium_skin_tone:': u'\U0001F482 \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_health_worker:': u'\U0001F468 \U0000200D \U00002695 \U0000FE0F', u':man_health_worker_dark_skin_tone:': u'\U0001F468 \U0001F3FF \U0000200D \U00002695 \U0000FE0F', u':man_health_worker_light_skin_tone:': u'\U0001F468 \U0001F3FB \U0000200D \U00002695 \U0000FE0F', u':man_health_worker_medium-dark_skin_tone:': u'\U0001F468 \U0001F3FE \U0000200D \U00002695 \U0000FE0F', u':man_health_worker_medium-light_skin_tone:': u'\U0001F468 \U0001F3FC \U0000200D \U00002695 \U0000FE0F', u':man_health_worker_medium_skin_tone:': u'\U0001F468 \U0001F3FD \U0000200D \U00002695 \U0000FE0F', u':man_in_business_suit_levitating:': u'\U0001F574', u':man_in_business_suit_levitating_dark_skin_tone:': u'\U0001F574 \U0001F3FF', u':man_in_business_suit_levitating_light_skin_tone:': u'\U0001F574 \U0001F3FB', u':man_in_business_suit_levitating_medium-dark_skin_tone:': u'\U0001F574 \U0001F3FE', u':man_in_business_suit_levitating_medium-light_skin_tone:': u'\U0001F574 \U0001F3FC', u':man_in_business_suit_levitating_medium_skin_tone:': u'\U0001F574 \U0001F3FD', u':man_in_tuxedo:': u'\U0001F935', u':man_in_tuxedo_dark_skin_tone:': u'\U0001F935 \U0001F3FF', u':man_in_tuxedo_light_skin_tone:': u'\U0001F935 \U0001F3FB', u':man_in_tuxedo_medium-dark_skin_tone:': u'\U0001F935 \U0001F3FE', u':man_in_tuxedo_medium-light_skin_tone:': u'\U0001F935 \U0001F3FC', u':man_in_tuxedo_medium_skin_tone:': u'\U0001F935 \U0001F3FD', u':man_judge:': u'\U0001F468 \U0000200D \U00002696 \U0000FE0F', u':man_judge_dark_skin_tone:': u'\U0001F468 \U0001F3FF \U0000200D \U00002696 \U0000FE0F', u':man_judge_light_skin_tone:': u'\U0001F468 \U0001F3FB \U0000200D \U00002696 \U0000FE0F', u':man_judge_medium-dark_skin_tone:': u'\U0001F468 \U0001F3FE \U0000200D \U00002696 \U0000FE0F', u':man_judge_medium-light_skin_tone:': u'\U0001F468 \U0001F3FC \U0000200D \U00002696 \U0000FE0F', u':man_judge_medium_skin_tone:': u'\U0001F468 \U0001F3FD \U0000200D \U00002696 \U0000FE0F', u':man_juggling:': u'\U0001F939 \U0000200D \U00002642 \U0000FE0F', u':man_juggling_dark_skin_tone:': u'\U0001F939 \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_juggling_light_skin_tone:': u'\U0001F939 \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_juggling_medium-dark_skin_tone:': u'\U0001F939 \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_juggling_medium-light_skin_tone:': u'\U0001F939 \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_juggling_medium_skin_tone:': u'\U0001F939 \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_lifting_weights:': u'\U0001F3CB \U0000FE0F \U0000200D \U00002642 \U0000FE0F', u':man_lifting_weights_dark_skin_tone:': u'\U0001F3CB \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_lifting_weights_light_skin_tone:': u'\U0001F3CB \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_lifting_weights_medium-dark_skin_tone:': u'\U0001F3CB \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_lifting_weights_medium-light_skin_tone:': u'\U0001F3CB \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_lifting_weights_medium_skin_tone:': u'\U0001F3CB \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_light_skin_tone:': u'\U0001F468 \U0001F3FB', u':man_mechanic:': u'\U0001F468 \U0000200D \U0001F527', u':man_mechanic_dark_skin_tone:': u'\U0001F468 \U0001F3FF \U0000200D \U0001F527', u':man_mechanic_light_skin_tone:': u'\U0001F468 \U0001F3FB \U0000200D \U0001F527', u':man_mechanic_medium-dark_skin_tone:': u'\U0001F468 \U0001F3FE \U0000200D \U0001F527', u':man_mechanic_medium-light_skin_tone:': u'\U0001F468 \U0001F3FC \U0000200D \U0001F527', u':man_mechanic_medium_skin_tone:': u'\U0001F468 \U0001F3FD \U0000200D \U0001F527', u':man_medium-dark_skin_tone:': u'\U0001F468 \U0001F3FE', u':man_medium-light_skin_tone:': u'\U0001F468 \U0001F3FC', u':man_medium_skin_tone:': u'\U0001F468 \U0001F3FD', u':man_mountain_biking:': u'\U0001F6B5 \U0000200D \U00002642 \U0000FE0F', u':man_mountain_biking_dark_skin_tone:': u'\U0001F6B5 \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_mountain_biking_light_skin_tone:': u'\U0001F6B5 \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_mountain_biking_medium-dark_skin_tone:': u'\U0001F6B5 \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_mountain_biking_medium-light_skin_tone:': u'\U0001F6B5 \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_mountain_biking_medium_skin_tone:': u'\U0001F6B5 \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_office_worker:': u'\U0001F468 \U0000200D \U0001F4BC', u':man_office_worker_dark_skin_tone:': u'\U0001F468 \U0001F3FF \U0000200D \U0001F4BC', u':man_office_worker_light_skin_tone:': u'\U0001F468 \U0001F3FB \U0000200D \U0001F4BC', u':man_office_worker_medium-dark_skin_tone:': u'\U0001F468 \U0001F3FE \U0000200D \U0001F4BC', u':man_office_worker_medium-light_skin_tone:': u'\U0001F468 \U0001F3FC \U0000200D \U0001F4BC', u':man_office_worker_medium_skin_tone:': u'\U0001F468 \U0001F3FD \U0000200D \U0001F4BC', u':man_pilot:': u'\U0001F468 \U0000200D \U00002708 \U0000FE0F', u':man_pilot_dark_skin_tone:': u'\U0001F468 \U0001F3FF \U0000200D \U00002708 \U0000FE0F', u':man_pilot_light_skin_tone:': u'\U0001F468 \U0001F3FB \U0000200D \U00002708 \U0000FE0F', u':man_pilot_medium-dark_skin_tone:': u'\U0001F468 \U0001F3FE \U0000200D \U00002708 \U0000FE0F', u':man_pilot_medium-light_skin_tone:': u'\U0001F468 \U0001F3FC \U0000200D \U00002708 \U0000FE0F', u':man_pilot_medium_skin_tone:': u'\U0001F468 \U0001F3FD \U0000200D \U00002708 \U0000FE0F', u':man_playing_handball:': u'\U0001F93E \U0000200D \U00002642 \U0000FE0F', u':man_playing_handball_dark_skin_tone:': u'\U0001F93E \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_playing_handball_light_skin_tone:': u'\U0001F93E \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_playing_handball_medium-dark_skin_tone:': u'\U0001F93E \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_playing_handball_medium-light_skin_tone:': u'\U0001F93E \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_playing_handball_medium_skin_tone:': u'\U0001F93E \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_playing_water_polo:': u'\U0001F93D \U0000200D \U00002642 \U0000FE0F', u':man_playing_water_polo_dark_skin_tone:': u'\U0001F93D \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_playing_water_polo_light_skin_tone:': u'\U0001F93D \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_playing_water_polo_medium-dark_skin_tone:': u'\U0001F93D \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_playing_water_polo_medium-light_skin_tone:': u'\U0001F93D \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_playing_water_polo_medium_skin_tone:': u'\U0001F93D \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_police_officer:': u'\U0001F46E \U0000200D \U00002642 \U0000FE0F', u':man_police_officer_dark_skin_tone:': u'\U0001F46E \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_police_officer_light_skin_tone:': u'\U0001F46E \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_police_officer_medium-dark_skin_tone:': u'\U0001F46E \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_police_officer_medium-light_skin_tone:': u'\U0001F46E \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_police_officer_medium_skin_tone:': u'\U0001F46E \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_pouting:': u'\U0001F64E \U0000200D \U00002642 \U0000FE0F', u':man_pouting_dark_skin_tone:': u'\U0001F64E \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_pouting_light_skin_tone:': u'\U0001F64E \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_pouting_medium-dark_skin_tone:': u'\U0001F64E \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_pouting_medium-light_skin_tone:': u'\U0001F64E \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_pouting_medium_skin_tone:': u'\U0001F64E \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_raising_hand:': u'\U0001F64B \U0000200D \U00002642 \U0000FE0F', u':man_raising_hand_dark_skin_tone:': u'\U0001F64B \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_raising_hand_light_skin_tone:': u'\U0001F64B \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_raising_hand_medium-dark_skin_tone:': u'\U0001F64B \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_raising_hand_medium-light_skin_tone:': u'\U0001F64B \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_raising_hand_medium_skin_tone:': u'\U0001F64B \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_rowing_boat:': u'\U0001F6A3 \U0000200D \U00002642 \U0000FE0F', u':man_rowing_boat_dark_skin_tone:': u'\U0001F6A3 \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_rowing_boat_light_skin_tone:': u'\U0001F6A3 \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_rowing_boat_medium-dark_skin_tone:': u'\U0001F6A3 \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_rowing_boat_medium-light_skin_tone:': u'\U0001F6A3 \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_rowing_boat_medium_skin_tone:': u'\U0001F6A3 \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_running:': u'\U0001F3C3 \U0000200D \U00002642 \U0000FE0F', u':man_running_dark_skin_tone:': u'\U0001F3C3 \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_running_light_skin_tone:': u'\U0001F3C3 \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_running_medium-dark_skin_tone:': u'\U0001F3C3 \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_running_medium-light_skin_tone:': u'\U0001F3C3 \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_running_medium_skin_tone:': u'\U0001F3C3 \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_scientist:': u'\U0001F468 \U0000200D \U0001F52C', u':man_scientist_dark_skin_tone:': u'\U0001F468 \U0001F3FF \U0000200D \U0001F52C', u':man_scientist_light_skin_tone:': u'\U0001F468 \U0001F3FB \U0000200D \U0001F52C', u':man_scientist_medium-dark_skin_tone:': u'\U0001F468 \U0001F3FE \U0000200D \U0001F52C', u':man_scientist_medium-light_skin_tone:': u'\U0001F468 \U0001F3FC \U0000200D \U0001F52C', u':man_scientist_medium_skin_tone:': u'\U0001F468 \U0001F3FD \U0000200D \U0001F52C', u':man_shrugging:': u'\U0001F937 \U0000200D \U00002642 \U0000FE0F', u':man_shrugging_dark_skin_tone:': u'\U0001F937 \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_shrugging_light_skin_tone:': u'\U0001F937 \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_shrugging_medium-dark_skin_tone:': u'\U0001F937 \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_shrugging_medium-light_skin_tone:': u'\U0001F937 \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_shrugging_medium_skin_tone:': u'\U0001F937 \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_singer:': u'\U0001F468 \U0000200D \U0001F3A4', u':man_singer_dark_skin_tone:': u'\U0001F468 \U0001F3FF \U0000200D \U0001F3A4', u':man_singer_light_skin_tone:': u'\U0001F468 \U0001F3FB \U0000200D \U0001F3A4', u':man_singer_medium-dark_skin_tone:': u'\U0001F468 \U0001F3FE \U0000200D \U0001F3A4', u':man_singer_medium-light_skin_tone:': u'\U0001F468 \U0001F3FC \U0000200D \U0001F3A4', u':man_singer_medium_skin_tone:': u'\U0001F468 \U0001F3FD \U0000200D \U0001F3A4', u':man_student:': u'\U0001F468 \U0000200D \U0001F393', u':man_student_dark_skin_tone:': u'\U0001F468 \U0001F3FF \U0000200D \U0001F393', u':man_student_light_skin_tone:': u'\U0001F468 \U0001F3FB \U0000200D \U0001F393', u':man_student_medium-dark_skin_tone:': u'\U0001F468 \U0001F3FE \U0000200D \U0001F393', u':man_student_medium-light_skin_tone:': u'\U0001F468 \U0001F3FC \U0000200D \U0001F393', u':man_student_medium_skin_tone:': u'\U0001F468 \U0001F3FD \U0000200D \U0001F393', u':man_surfing:': u'\U0001F3C4 \U0000200D \U00002642 \U0000FE0F', u':man_surfing_dark_skin_tone:': u'\U0001F3C4 \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_surfing_light_skin_tone:': u'\U0001F3C4 \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_surfing_medium-dark_skin_tone:': u'\U0001F3C4 \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_surfing_medium-light_skin_tone:': u'\U0001F3C4 \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_surfing_medium_skin_tone:': u'\U0001F3C4 \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_swimming:': u'\U0001F3CA \U0000200D \U00002642 \U0000FE0F', u':man_swimming_dark_skin_tone:': u'\U0001F3CA \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_swimming_light_skin_tone:': u'\U0001F3CA \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_swimming_medium-dark_skin_tone:': u'\U0001F3CA \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_swimming_medium-light_skin_tone:': u'\U0001F3CA \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_swimming_medium_skin_tone:': u'\U0001F3CA \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_teacher:': u'\U0001F468 \U0000200D \U0001F3EB', u':man_teacher_dark_skin_tone:': u'\U0001F468 \U0001F3FF \U0000200D \U0001F3EB', u':man_teacher_light_skin_tone:': u'\U0001F468 \U0001F3FB \U0000200D \U0001F3EB', u':man_teacher_medium-dark_skin_tone:': u'\U0001F468 \U0001F3FE \U0000200D \U0001F3EB', u':man_teacher_medium-light_skin_tone:': u'\U0001F468 \U0001F3FC \U0000200D \U0001F3EB', u':man_teacher_medium_skin_tone:': u'\U0001F468 \U0001F3FD \U0000200D \U0001F3EB', u':man_technologist:': u'\U0001F468 \U0000200D \U0001F4BB', u':man_technologist_dark_skin_tone:': u'\U0001F468 \U0001F3FF \U0000200D \U0001F4BB', u':man_technologist_light_skin_tone:': u'\U0001F468 \U0001F3FB \U0000200D \U0001F4BB', u':man_technologist_medium-dark_skin_tone:': u'\U0001F468 \U0001F3FE \U0000200D \U0001F4BB', u':man_technologist_medium-light_skin_tone:': u'\U0001F468 \U0001F3FC \U0000200D \U0001F4BB', u':man_technologist_medium_skin_tone:': u'\U0001F468 \U0001F3FD \U0000200D \U0001F4BB', u':man_tipping_hand:': u'\U0001F481 \U0000200D \U00002642 \U0000FE0F', u':man_tipping_hand_dark_skin_tone:': u'\U0001F481 \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_tipping_hand_light_skin_tone:': u'\U0001F481 \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_tipping_hand_medium-dark_skin_tone:': u'\U0001F481 \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_tipping_hand_medium-light_skin_tone:': u'\U0001F481 \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_tipping_hand_medium_skin_tone:': u'\U0001F481 \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_walking:': u'\U0001F6B6 \U0000200D \U00002642 \U0000FE0F', u':man_walking_dark_skin_tone:': u'\U0001F6B6 \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_walking_light_skin_tone:': u'\U0001F6B6 \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_walking_medium-dark_skin_tone:': u'\U0001F6B6 \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_walking_medium-light_skin_tone:': u'\U0001F6B6 \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_walking_medium_skin_tone:': u'\U0001F6B6 \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_wearing_turban:': u'\U0001F473 \U0000200D \U00002642 \U0000FE0F', u':man_wearing_turban_dark_skin_tone:': u'\U0001F473 \U0001F3FF \U0000200D \U00002642 \U0000FE0F', u':man_wearing_turban_light_skin_tone:': u'\U0001F473 \U0001F3FB \U0000200D \U00002642 \U0000FE0F', u':man_wearing_turban_medium-dark_skin_tone:': u'\U0001F473 \U0001F3FE \U0000200D \U00002642 \U0000FE0F', u':man_wearing_turban_medium-light_skin_tone:': u'\U0001F473 \U0001F3FC \U0000200D \U00002642 \U0000FE0F', u':man_wearing_turban_medium_skin_tone:': u'\U0001F473 \U0001F3FD \U0000200D \U00002642 \U0000FE0F', u':man_with_Chinese_cap:': u'\U0001F472', u':man_with_Chinese_cap_dark_skin_tone:': u'\U0001F472 \U0001F3FF', u':man_with_Chinese_cap_light_skin_tone:': u'\U0001F472 \U0001F3FB', u':man_with_Chinese_cap_medium-dark_skin_tone:': u'\U0001F472 \U0001F3FE', u':man_with_Chinese_cap_medium-light_skin_tone:': u'\U0001F472 \U0001F3FC', u':man_with_Chinese_cap_medium_skin_tone:': u'\U0001F472 \U0001F3FD', u':mantelpiece_clock:': u'\U0001F570', u':man’s_shoe:': u'\U0001F45E', u':map_of_Japan:': u'\U0001F5FE', u':maple_leaf:': u'\U0001F341', u':martial_arts_uniform:': u'\U0001F94B', u':meat_on_bone:': u'\U0001F356', u':medical_symbol:': u'\U00002695', u':medium-dark_skin_tone:': u'\U0001F3FE', u':medium-light_skin_tone:': u'\U0001F3FC', u':medium_skin_tone:': u'\U0001F3FD', u':megaphone:': u'\U0001F4E3', u':melon:': u'\U0001F348', u':memo:': u'\U0001F4DD', u':men_with_bunny_ears_partying:': u'\U0001F46F \U0000200D \U00002642 \U0000FE0F', u':men_wrestling:': u'\U0001F93C \U0000200D \U00002642 \U0000FE0F', u':menorah:': u'\U0001F54E', u':men’s_room:': u'\U0001F6B9', u':metro:': u'\U0001F687', u':microphone:': u'\U0001F3A4', u':microscope:': u'\U0001F52C', u':middle_finger:': u'\U0001F595', u':middle_finger_dark_skin_tone:': u'\U0001F595 \U0001F3FF', u':middle_finger_light_skin_tone:': u'\U0001F595 \U0001F3FB', u':middle_finger_medium-dark_skin_tone:': u'\U0001F595 \U0001F3FE', u':middle_finger_medium-light_skin_tone:': u'\U0001F595 \U0001F3FC', u':middle_finger_medium_skin_tone:': u'\U0001F595 \U0001F3FD', u':military_medal:': u'\U0001F396', u':milky_way:': u'\U0001F30C', u':minibus:': u'\U0001F690', u':moai:': u'\U0001F5FF', u':mobile_phone:': u'\U0001F4F1', u':mobile_phone_off:': u'\U0001F4F4', u':mobile_phone_with_arrow:': u'\U0001F4F2', u':money-mouth_face:': u'\U0001F911', u':money_bag:': u'\U0001F4B0', u':money_with_wings:': u'\U0001F4B8', u':monkey:': u'\U0001F412', u':monkey_face:': u'\U0001F435', u':monorail:': u'\U0001F69D', u':moon_viewing_ceremony:': u'\U0001F391', u':mosque:': u'\U0001F54C', u':motor_boat:': u'\U0001F6E5', u':motor_scooter:': u'\U0001F6F5', u':motorcycle:': u'\U0001F3CD', u':motorway:': u'\U0001F6E3', u':mount_fuji:': u'\U0001F5FB', u':mountain:': u'\U000026F0', u':mountain_cableway:': u'\U0001F6A0', u':mountain_railway:': u'\U0001F69E', u':mouse:': u'\U0001F401', u':mouse_face:': u'\U0001F42D', u':mouth:': u'\U0001F444', u':movie_camera:': u'\U0001F3A5', u':mushroom:': u'\U0001F344', u':musical_keyboard:': u'\U0001F3B9', u':musical_note:': u'\U0001F3B5', u':musical_notes:': u'\U0001F3B6', u':musical_score:': u'\U0001F3BC', u':muted_speaker:': u'\U0001F507', u':nail_polish:': u'\U0001F485', u':nail_polish_dark_skin_tone:': u'\U0001F485 \U0001F3FF', u':nail_polish_light_skin_tone:': u'\U0001F485 \U0001F3FB', u':nail_polish_medium-dark_skin_tone:': u'\U0001F485 \U0001F3FE', u':nail_polish_medium-light_skin_tone:': u'\U0001F485 \U0001F3FC', u':nail_polish_medium_skin_tone:': u'\U0001F485 \U0001F3FD', u':name_badge:': u'\U0001F4DB', u':national_park:': u'\U0001F3DE', u':nauseated_face:': u'\U0001F922', u':necktie:': u'\U0001F454', u':nerd_face:': u'\U0001F913', u':neutral_face:': u'\U0001F610', u':new_moon:': u'\U0001F311', u':new_moon_face:': u'\U0001F31A', u':newspaper:': u'\U0001F4F0', u':next_track_button:': u'\U000023ED', u':night_with_stars:': u'\U0001F303', u':nine-thirty:': u'\U0001F564', u':nine_o’clock:': u'\U0001F558', u':no_bicycles:': u'\U0001F6B3', u':no_entry:': u'\U000026D4', u':no_littering:': u'\U0001F6AF', u':no_mobile_phones:': u'\U0001F4F5', u':no_one_under_eighteen:': u'\U0001F51E', u':no_pedestrians:': u'\U0001F6B7', u':no_smoking:': u'\U0001F6AD', u':non-potable_water:': u'\U0001F6B1', u':nose:': u'\U0001F443', u':nose_dark_skin_tone:': u'\U0001F443 \U0001F3FF', u':nose_light_skin_tone:': u'\U0001F443 \U0001F3FB', u':nose_medium-dark_skin_tone:': u'\U0001F443 \U0001F3FE', u':nose_medium-light_skin_tone:': u'\U0001F443 \U0001F3FC', u':nose_medium_skin_tone:': u'\U0001F443 \U0001F3FD', u':notebook:': u'\U0001F4D3', u':notebook_with_decorative_cover:': u'\U0001F4D4', u':nut_and_bolt:': u'\U0001F529', u':octopus:': u'\U0001F419', u':oden:': u'\U0001F362', u':office_building:': u'\U0001F3E2', u':ogre:': u'\U0001F479', u':oil_drum:': u'\U0001F6E2', u':old_key:': u'\U0001F5DD', u':old_man:': u'\U0001F474', u':old_man_dark_skin_tone:': u'\U0001F474 \U0001F3FF', u':old_man_light_skin_tone:': u'\U0001F474 \U0001F3FB', u':old_man_medium-dark_skin_tone:': u'\U0001F474 \U0001F3FE', u':old_man_medium-light_skin_tone:': u'\U0001F474 \U0001F3FC', u':old_man_medium_skin_tone:': u'\U0001F474 \U0001F3FD', u':old_woman:': u'\U0001F475', u':old_woman_dark_skin_tone:': u'\U0001F475 \U0001F3FF', u':old_woman_light_skin_tone:': u'\U0001F475 \U0001F3FB', u':old_woman_medium-dark_skin_tone:': u'\U0001F475 \U0001F3FE', u':old_woman_medium-light_skin_tone:': u'\U0001F475 \U0001F3FC', u':old_woman_medium_skin_tone:': u'\U0001F475 \U0001F3FD', u':om:': u'\U0001F549', u':oncoming_automobile:': u'\U0001F698', u':oncoming_bus:': u'\U0001F68D', u':oncoming_fist:': u'\U0001F44A', u':oncoming_fist_dark_skin_tone:': u'\U0001F44A \U0001F3FF', u':oncoming_fist_light_skin_tone:': u'\U0001F44A \U0001F3FB', u':oncoming_fist_medium-dark_skin_tone:': u'\U0001F44A \U0001F3FE', u':oncoming_fist_medium-light_skin_tone:': u'\U0001F44A \U0001F3FC', u':oncoming_fist_medium_skin_tone:': u'\U0001F44A \U0001F3FD', u':oncoming_police_car:': u'\U0001F694', u':oncoming_taxi:': u'\U0001F696', u':one-thirty:': u'\U0001F55C', u':one_o’clock:': u'\U0001F550', u':open_book:': u'\U0001F4D6', u':open_file_folder:': u'\U0001F4C2', u':open_hands:': u'\U0001F450', u':open_hands_dark_skin_tone:': u'\U0001F450 \U0001F3FF', u':open_hands_light_skin_tone:': u'\U0001F450 \U0001F3FB', u':open_hands_medium-dark_skin_tone:': u'\U0001F450 \U0001F3FE', u':open_hands_medium-light_skin_tone:': u'\U0001F450 \U0001F3FC', u':open_hands_medium_skin_tone:': u'\U0001F450 \U0001F3FD', u':open_mailbox_with_lowered_flag:': u'\U0001F4ED', u':open_mailbox_with_raised_flag:': u'\U0001F4EC', u':optical_disk:': u'\U0001F4BF', u':orange_book:': u'\U0001F4D9', u':orthodox_cross:': u'\U00002626', u':outbox_tray:': u'\U0001F4E4', u':owl:': u'\U0001F989', u':ox:': u'\U0001F402', u':package:': u'\U0001F4E6', u':page_facing_up:': u'\U0001F4C4', u':page_with_curl:': u'\U0001F4C3', u':pager:': u'\U0001F4DF', u':paintbrush:': u'\U0001F58C', u':palm_tree:': u'\U0001F334', u':pancakes:': u'\U0001F95E', u':panda_face:': u'\U0001F43C', u':paperclip:': u'\U0001F4CE', u':part_alternation_mark:': u'\U0000303D', u':party_popper:': u'\U0001F389', u':passenger_ship:': u'\U0001F6F3', u':passport_control:': u'\U0001F6C2', u':pause_button:': u'\U000023F8', u':paw_prints:': u'\U0001F43E', u':peace_symbol:': u'\U0000262E', u':peach:': u'\U0001F351', u':peanuts:': u'\U0001F95C', u':pear:': u'\U0001F350', u':pen:': u'\U0001F58A', u':pencil:': u'\U0000270F', u':penguin:': u'\U0001F427', u':pensive_face:': u'\U0001F614', u':people_with_bunny_ears_partying:': u'\U0001F46F', u':people_wrestling:': u'\U0001F93C', u':performing_arts:': u'\U0001F3AD', u':persevering_face:': u'\U0001F623', u':person_biking:': u'\U0001F6B4', u':person_biking_dark_skin_tone:': u'\U0001F6B4 \U0001F3FF', u':person_biking_light_skin_tone:': u'\U0001F6B4 \U0001F3FB', u':person_biking_medium-dark_skin_tone:': u'\U0001F6B4 \U0001F3FE', u':person_biking_medium-light_skin_tone:': u'\U0001F6B4 \U0001F3FC', u':person_biking_medium_skin_tone:': u'\U0001F6B4 \U0001F3FD', u':person_bouncing_ball:': u'\U000026F9', u':person_bouncing_ball_dark_skin_tone:': u'\U000026F9 \U0001F3FF', u':person_bouncing_ball_light_skin_tone:': u'\U000026F9 \U0001F3FB', u':person_bouncing_ball_medium-dark_skin_tone:': u'\U000026F9 \U0001F3FE', u':person_bouncing_ball_medium-light_skin_tone:': u'\U000026F9 \U0001F3FC', u':person_bouncing_ball_medium_skin_tone:': u'\U000026F9 \U0001F3FD', u':person_bowing:': u'\U0001F647', u':person_bowing_dark_skin_tone:': u'\U0001F647 \U0001F3FF', u':person_bowing_light_skin_tone:': u'\U0001F647 \U0001F3FB', u':person_bowing_medium-dark_skin_tone:': u'\U0001F647 \U0001F3FE', u':person_bowing_medium-light_skin_tone:': u'\U0001F647 \U0001F3FC', u':person_bowing_medium_skin_tone:': u'\U0001F647 \U0001F3FD', u':person_cartwheeling:': u'\U0001F938', u':person_cartwheeling_dark_skin_tone:': u'\U0001F938 \U0001F3FF', u':person_cartwheeling_light_skin_tone:': u'\U0001F938 \U0001F3FB', u':person_cartwheeling_medium-dark_skin_tone:': u'\U0001F938 \U0001F3FE', u':person_cartwheeling_medium-light_skin_tone:': u'\U0001F938 \U0001F3FC', u':person_cartwheeling_medium_skin_tone:': u'\U0001F938 \U0001F3FD', u':person_facepalming:': u'\U0001F926', u':person_facepalming_dark_skin_tone:': u'\U0001F926 \U0001F3FF', u':person_facepalming_light_skin_tone:': u'\U0001F926 \U0001F3FB', u':person_facepalming_medium-dark_skin_tone:': u'\U0001F926 \U0001F3FE', u':person_facepalming_medium-light_skin_tone:': u'\U0001F926 \U0001F3FC', u':person_facepalming_medium_skin_tone:': u'\U0001F926 \U0001F3FD', u':person_fencing:': u'\U0001F93A', u':person_frowning:': u'\U0001F64D', u':person_frowning_dark_skin_tone:': u'\U0001F64D \U0001F3FF', u':person_frowning_light_skin_tone:': u'\U0001F64D \U0001F3FB', u':person_frowning_medium-dark_skin_tone:': u'\U0001F64D \U0001F3FE', u':person_frowning_medium-light_skin_tone:': u'\U0001F64D \U0001F3FC', u':person_frowning_medium_skin_tone:': u'\U0001F64D \U0001F3FD', u':person_gesturing_NO:': u'\U0001F645', u':person_gesturing_NO_dark_skin_tone:': u'\U0001F645 \U0001F3FF', u':person_gesturing_NO_light_skin_tone:': u'\U0001F645 \U0001F3FB', u':person_gesturing_NO_medium-dark_skin_tone:': u'\U0001F645 \U0001F3FE', u':person_gesturing_NO_medium-light_skin_tone:': u'\U0001F645 \U0001F3FC', u':person_gesturing_NO_medium_skin_tone:': u'\U0001F645 \U0001F3FD', u':person_gesturing_OK:': u'\U0001F646', u':person_gesturing_OK_dark_skin_tone:': u'\U0001F646 \U0001F3FF', u':person_gesturing_OK_light_skin_tone:': u'\U0001F646 \U0001F3FB', u':person_gesturing_OK_medium-dark_skin_tone:': u'\U0001F646 \U0001F3FE', u':person_gesturing_OK_medium-light_skin_tone:': u'\U0001F646 \U0001F3FC', u':person_gesturing_OK_medium_skin_tone:': u'\U0001F646 \U0001F3FD', u':person_getting_haircut:': u'\U0001F487', u':person_getting_haircut_dark_skin_tone:': u'\U0001F487 \U0001F3FF', u':person_getting_haircut_light_skin_tone:': u'\U0001F487 \U0001F3FB', u':person_getting_haircut_medium-dark_skin_tone:': u'\U0001F487 \U0001F3FE', u':person_getting_haircut_medium-light_skin_tone:': u'\U0001F487 \U0001F3FC', u':person_getting_haircut_medium_skin_tone:': u'\U0001F487 \U0001F3FD', u':person_getting_massage:': u'\U0001F486', u':person_getting_massage_dark_skin_tone:': u'\U0001F486 \U0001F3FF', u':person_getting_massage_light_skin_tone:': u'\U0001F486 \U0001F3FB', u':person_getting_massage_medium-dark_skin_tone:': u'\U0001F486 \U0001F3FE', u':person_getting_massage_medium-light_skin_tone:': u'\U0001F486 \U0001F3FC', u':person_getting_massage_medium_skin_tone:': u'\U0001F486 \U0001F3FD', u':person_golfing:': u'\U0001F3CC', u':person_golfing_dark_skin_tone:': u'\U0001F3CC \U0001F3FF', u':person_golfing_light_skin_tone:': u'\U0001F3CC \U0001F3FB', u':person_golfing_medium-dark_skin_tone:': u'\U0001F3CC \U0001F3FE', u':person_golfing_medium-light_skin_tone:': u'\U0001F3CC \U0001F3FC', u':person_golfing_medium_skin_tone:': u'\U0001F3CC \U0001F3FD', u':person_in_bed:': u'\U0001F6CC', u':person_in_bed_dark_skin_tone:': u'\U0001F6CC \U0001F3FF', u':person_in_bed_light_skin_tone:': u'\U0001F6CC \U0001F3FB', u':person_in_bed_medium-dark_skin_tone:': u'\U0001F6CC \U0001F3FE', u':person_in_bed_medium-light_skin_tone:': u'\U0001F6CC \U0001F3FC', u':person_in_bed_medium_skin_tone:': u'\U0001F6CC \U0001F3FD', u':person_juggling:': u'\U0001F939', u':person_juggling_dark_skin_tone:': u'\U0001F939 \U0001F3FF', u':person_juggling_light_skin_tone:': u'\U0001F939 \U0001F3FB', u':person_juggling_medium-dark_skin_tone:': u'\U0001F939 \U0001F3FE', u':person_juggling_medium-light_skin_tone:': u'\U0001F939 \U0001F3FC', u':person_juggling_medium_skin_tone:': u'\U0001F939 \U0001F3FD', u':person_lifting_weights:': u'\U0001F3CB', u':person_lifting_weights_dark_skin_tone:': u'\U0001F3CB \U0001F3FF', u':person_lifting_weights_light_skin_tone:': u'\U0001F3CB \U0001F3FB', u':person_lifting_weights_medium-dark_skin_tone:': u'\U0001F3CB \U0001F3FE', u':person_lifting_weights_medium-light_skin_tone:': u'\U0001F3CB \U0001F3FC', u':person_lifting_weights_medium_skin_tone:': u'\U0001F3CB \U0001F3FD', u':person_mountain_biking:': u'\U0001F6B5', u':person_mountain_biking_dark_skin_tone:': u'\U0001F6B5 \U0001F3FF', u':person_mountain_biking_light_skin_tone:': u'\U0001F6B5 \U0001F3FB', u':person_mountain_biking_medium-dark_skin_tone:': u'\U0001F6B5 \U0001F3FE', u':person_mountain_biking_medium-light_skin_tone:': u'\U0001F6B5 \U0001F3FC', u':person_mountain_biking_medium_skin_tone:': u'\U0001F6B5 \U0001F3FD', u':person_playing_handball:': u'\U0001F93E', u':person_playing_handball_dark_skin_tone:': u'\U0001F93E \U0001F3FF', u':person_playing_handball_light_skin_tone:': u'\U0001F93E \U0001F3FB', u':person_playing_handball_medium-dark_skin_tone:': u'\U0001F93E \U0001F3FE', u':person_playing_handball_medium-light_skin_tone:': u'\U0001F93E \U0001F3FC', u':person_playing_handball_medium_skin_tone:': u'\U0001F93E \U0001F3FD', u':person_playing_water_polo:': u'\U0001F93D', u':person_playing_water_polo_dark_skin_tone:': u'\U0001F93D \U0001F3FF', u':person_playing_water_polo_light_skin_tone:': u'\U0001F93D \U0001F3FB', u':person_playing_water_polo_medium-dark_skin_tone:': u'\U0001F93D \U0001F3FE', u':person_playing_water_polo_medium-light_skin_tone:': u'\U0001F93D \U0001F3FC', u':person_playing_water_polo_medium_skin_tone:': u'\U0001F93D \U0001F3FD', u':person_pouting:': u'\U0001F64E', u':person_pouting_dark_skin_tone:': u'\U0001F64E \U0001F3FF', u':person_pouting_light_skin_tone:': u'\U0001F64E \U0001F3FB', u':person_pouting_medium-dark_skin_tone:': u'\U0001F64E \U0001F3FE', u':person_pouting_medium-light_skin_tone:': u'\U0001F64E \U0001F3FC', u':person_pouting_medium_skin_tone:': u'\U0001F64E \U0001F3FD', u':person_raising_hand:': u'\U0001F64B', u':person_raising_hand_dark_skin_tone:': u'\U0001F64B \U0001F3FF', u':person_raising_hand_light_skin_tone:': u'\U0001F64B \U0001F3FB', u':person_raising_hand_medium-dark_skin_tone:': u'\U0001F64B \U0001F3FE', u':person_raising_hand_medium-light_skin_tone:': u'\U0001F64B \U0001F3FC', u':person_raising_hand_medium_skin_tone:': u'\U0001F64B \U0001F3FD', u':person_rowing_boat:': u'\U0001F6A3', u':person_rowing_boat_dark_skin_tone:': u'\U0001F6A3 \U0001F3FF', u':person_rowing_boat_light_skin_tone:': u'\U0001F6A3 \U0001F3FB', u':person_rowing_boat_medium-dark_skin_tone:': u'\U0001F6A3 \U0001F3FE', u':person_rowing_boat_medium-light_skin_tone:': u'\U0001F6A3 \U0001F3FC', u':person_rowing_boat_medium_skin_tone:': u'\U0001F6A3 \U0001F3FD', u':person_running:': u'\U0001F3C3', u':person_running_dark_skin_tone:': u'\U0001F3C3 \U0001F3FF', u':person_running_light_skin_tone:': u'\U0001F3C3 \U0001F3FB', u':person_running_medium-dark_skin_tone:': u'\U0001F3C3 \U0001F3FE', u':person_running_medium-light_skin_tone:': u'\U0001F3C3 \U0001F3FC', u':person_running_medium_skin_tone:': u'\U0001F3C3 \U0001F3FD', u':person_shrugging:': u'\U0001F937', u':person_shrugging_dark_skin_tone:': u'\U0001F937 \U0001F3FF', u':person_shrugging_light_skin_tone:': u'\U0001F937 \U0001F3FB', u':person_shrugging_medium-dark_skin_tone:': u'\U0001F937 \U0001F3FE', u':person_shrugging_medium-light_skin_tone:': u'\U0001F937 \U0001F3FC', u':person_shrugging_medium_skin_tone:': u'\U0001F937 \U0001F3FD', u':person_surfing:': u'\U0001F3C4', u':person_surfing_dark_skin_tone:': u'\U0001F3C4 \U0001F3FF', u':person_surfing_light_skin_tone:': u'\U0001F3C4 \U0001F3FB', u':person_surfing_medium-dark_skin_tone:': u'\U0001F3C4 \U0001F3FE', u':person_surfing_medium-light_skin_tone:': u'\U0001F3C4 \U0001F3FC', u':person_surfing_medium_skin_tone:': u'\U0001F3C4 \U0001F3FD', u':person_swimming:': u'\U0001F3CA', u':person_swimming_dark_skin_tone:': u'\U0001F3CA \U0001F3FF', u':person_swimming_light_skin_tone:': u'\U0001F3CA \U0001F3FB', u':person_swimming_medium-dark_skin_tone:': u'\U0001F3CA \U0001F3FE', u':person_swimming_medium-light_skin_tone:': u'\U0001F3CA \U0001F3FC', u':person_swimming_medium_skin_tone:': u'\U0001F3CA \U0001F3FD', u':person_taking_bath:': u'\U0001F6C0', u':person_taking_bath_dark_skin_tone:': u'\U0001F6C0 \U0001F3FF', u':person_taking_bath_light_skin_tone:': u'\U0001F6C0 \U0001F3FB', u':person_taking_bath_medium-dark_skin_tone:': u'\U0001F6C0 \U0001F3FE', u':person_taking_bath_medium-light_skin_tone:': u'\U0001F6C0 \U0001F3FC', u':person_taking_bath_medium_skin_tone:': u'\U0001F6C0 \U0001F3FD', u':person_tipping_hand:': u'\U0001F481', u':person_tipping_hand_dark_skin_tone:': u'\U0001F481 \U0001F3FF', u':person_tipping_hand_light_skin_tone:': u'\U0001F481 \U0001F3FB', u':person_tipping_hand_medium-dark_skin_tone:': u'\U0001F481 \U0001F3FE', u':person_tipping_hand_medium-light_skin_tone:': u'\U0001F481 \U0001F3FC', u':person_tipping_hand_medium_skin_tone:': u'\U0001F481 \U0001F3FD', u':person_walking:': u'\U0001F6B6', u':person_walking_dark_skin_tone:': u'\U0001F6B6 \U0001F3FF', u':person_walking_light_skin_tone:': u'\U0001F6B6 \U0001F3FB', u':person_walking_medium-dark_skin_tone:': u'\U0001F6B6 \U0001F3FE', u':person_walking_medium-light_skin_tone:': u'\U0001F6B6 \U0001F3FC', u':person_walking_medium_skin_tone:': u'\U0001F6B6 \U0001F3FD', u':person_wearing_turban:': u'\U0001F473', u':person_wearing_turban_dark_skin_tone:': u'\U0001F473 \U0001F3FF', u':person_wearing_turban_light_skin_tone:': u'\U0001F473 \U0001F3FB', u':person_wearing_turban_medium-dark_skin_tone:': u'\U0001F473 \U0001F3FE', u':person_wearing_turban_medium-light_skin_tone:': u'\U0001F473 \U0001F3FC', u':person_wearing_turban_medium_skin_tone:': u'\U0001F473 \U0001F3FD', u':pick:': u'\U000026CF', u':pig:': u'\U0001F416', u':pig_face:': u'\U0001F437', u':pig_nose:': u'\U0001F43D', u':pile_of_poo:': u'\U0001F4A9', u':pill:': u'\U0001F48A', u':pine_decoration:': u'\U0001F38D', u':pineapple:': u'\U0001F34D', u':ping_pong:': u'\U0001F3D3', u':pistol:': u'\U0001F52B', u':pizza:': u'\U0001F355', u':place_of_worship:': u'\U0001F6D0', u':play_button:': u'\U000025B6', u':play_or_pause_button:': u'\U000023EF', u':police_car:': u'\U0001F693', u':police_car_light:': u'\U0001F6A8', u':police_officer:': u'\U0001F46E', u':police_officer_dark_skin_tone:': u'\U0001F46E \U0001F3FF', u':police_officer_light_skin_tone:': u'\U0001F46E \U0001F3FB', u':police_officer_medium-dark_skin_tone:': u'\U0001F46E \U0001F3FE', u':police_officer_medium-light_skin_tone:': u'\U0001F46E \U0001F3FC', u':police_officer_medium_skin_tone:': u'\U0001F46E \U0001F3FD', u':poodle:': u'\U0001F429', u':pool_8_ball:': u'\U0001F3B1', u':popcorn:': u'\U0001F37F', u':post_office:': u'\U0001F3E4', u':postal_horn:': u'\U0001F4EF', u':postbox:': u'\U0001F4EE', u':pot_of_food:': u'\U0001F372', u':potable_water:': u'\U0001F6B0', u':potato:': u'\U0001F954', u':poultry_leg:': u'\U0001F357', u':pound_banknote:': u'\U0001F4B7', u':pouting_cat_face:': u'\U0001F63E', u':pouting_face:': u'\U0001F621', u':prayer_beads:': u'\U0001F4FF', u':pregnant_woman:': u'\U0001F930', u':pregnant_woman_dark_skin_tone:': u'\U0001F930 \U0001F3FF', u':pregnant_woman_light_skin_tone:': u'\U0001F930 \U0001F3FB', u':pregnant_woman_medium-dark_skin_tone:': u'\U0001F930 \U0001F3FE', u':pregnant_woman_medium-light_skin_tone:': u'\U0001F930 \U0001F3FC', u':pregnant_woman_medium_skin_tone:': u'\U0001F930 \U0001F3FD', u':prince:': u'\U0001F934', u':prince_dark_skin_tone:': u'\U0001F934 \U0001F3FF', u':prince_light_skin_tone:': u'\U0001F934 \U0001F3FB', u':prince_medium-dark_skin_tone:': u'\U0001F934 \U0001F3FE', u':prince_medium-light_skin_tone:': u'\U0001F934 \U0001F3FC', u':prince_medium_skin_tone:': u'\U0001F934 \U0001F3FD', u':princess:': u'\U0001F478', u':princess_dark_skin_tone:': u'\U0001F478 \U0001F3FF', u':princess_light_skin_tone:': u'\U0001F478 \U0001F3FB', u':princess_medium-dark_skin_tone:': u'\U0001F478 \U0001F3FE', u':princess_medium-light_skin_tone:': u'\U0001F478 \U0001F3FC', u':princess_medium_skin_tone:': u'\U0001F478 \U0001F3FD', u':printer:': u'\U0001F5A8', u':prohibited:': u'\U0001F6AB', u':purple_heart:': u'\U0001F49C', u':purse:': u'\U0001F45B', u':pushpin:': u'\U0001F4CC', u':question_mark:': u'\U00002753', u':rabbit:': u'\U0001F407', u':rabbit_face:': u'\U0001F430', u':racing_car:': u'\U0001F3CE', u':radio:': u'\U0001F4FB', u':radio_button:': u'\U0001F518', u':radioactive:': u'\U00002622', u':railway_car:': u'\U0001F683', u':railway_track:': u'\U0001F6E4', u':rainbow:': u'\U0001F308', u':rainbow_flag:': u'\U0001F3F3 \U0000FE0F \U0000200D \U0001F308', u':raised_back_of_hand:': u'\U0001F91A', u':raised_back_of_hand_dark_skin_tone:': u'\U0001F91A \U0001F3FF', u':raised_back_of_hand_light_skin_tone:': u'\U0001F91A \U0001F3FB', u':raised_back_of_hand_medium-dark_skin_tone:': u'\U0001F91A \U0001F3FE', u':raised_back_of_hand_medium-light_skin_tone:': u'\U0001F91A \U0001F3FC', u':raised_back_of_hand_medium_skin_tone:': u'\U0001F91A \U0001F3FD', u':raised_fist:': u'\U0000270A', u':raised_fist_dark_skin_tone:': u'\U0000270A \U0001F3FF', u':raised_fist_light_skin_tone:': u'\U0000270A \U0001F3FB', u':raised_fist_medium-dark_skin_tone:': u'\U0000270A \U0001F3FE', u':raised_fist_medium-light_skin_tone:': u'\U0000270A \U0001F3FC', u':raised_fist_medium_skin_tone:': u'\U0000270A \U0001F3FD', u':raised_hand:': u'\U0000270B', u':raised_hand_dark_skin_tone:': u'\U0000270B \U0001F3FF', u':raised_hand_light_skin_tone:': u'\U0000270B \U0001F3FB', u':raised_hand_medium-dark_skin_tone:': u'\U0000270B \U0001F3FE', u':raised_hand_medium-light_skin_tone:': u'\U0000270B \U0001F3FC', u':raised_hand_medium_skin_tone:': u'\U0000270B \U0001F3FD', u':raised_hand_with_fingers_splayed:': u'\U0001F590', u':raised_hand_with_fingers_splayed_dark_skin_tone:': u'\U0001F590 \U0001F3FF', u':raised_hand_with_fingers_splayed_light_skin_tone:': u'\U0001F590 \U0001F3FB', u':raised_hand_with_fingers_splayed_medium-dark_skin_tone:': u'\U0001F590 \U0001F3FE', u':raised_hand_with_fingers_splayed_medium-light_skin_tone:': u'\U0001F590 \U0001F3FC', u':raised_hand_with_fingers_splayed_medium_skin_tone:': u'\U0001F590 \U0001F3FD', u':raising_hands:': u'\U0001F64C', u':raising_hands_dark_skin_tone:': u'\U0001F64C \U0001F3FF', u':raising_hands_light_skin_tone:': u'\U0001F64C \U0001F3FB', u':raising_hands_medium-dark_skin_tone:': u'\U0001F64C \U0001F3FE', u':raising_hands_medium-light_skin_tone:': u'\U0001F64C \U0001F3FC', u':raising_hands_medium_skin_tone:': u'\U0001F64C \U0001F3FD', u':ram:': u'\U0001F40F', u':rat:': u'\U0001F400', u':record_button:': u'\U000023FA', u':recycling_symbol:': u'\U0000267B', u':red_apple:': u'\U0001F34E', u':red_circle:': u'\U0001F534', u':red_heart:': u'\U00002764', u':red_paper_lantern:': u'\U0001F3EE', u':red_triangle_pointed_down:': u'\U0001F53B', u':red_triangle_pointed_up:': u'\U0001F53A', u':registered:': u'\U000000AE', u':relieved_face:': u'\U0001F60C', u':reminder_ribbon:': u'\U0001F397', u':repeat_button:': u'\U0001F501', u':repeat_single_button:': u'\U0001F502', u':rescue_worker’s_helmet:': u'\U000026D1', u':restroom:': u'\U0001F6BB', u':reverse_button:': u'\U000025C0', u':revolving_hearts:': u'\U0001F49E', u':rhinoceros:': u'\U0001F98F', u':ribbon:': u'\U0001F380', u':rice_ball:': u'\U0001F359', u':rice_cracker:': u'\U0001F358', u':right-facing_fist:': u'\U0001F91C', u':right-facing_fist_dark_skin_tone:': u'\U0001F91C \U0001F3FF', u':right-facing_fist_light_skin_tone:': u'\U0001F91C \U0001F3FB', u':right-facing_fist_medium-dark_skin_tone:': u'\U0001F91C \U0001F3FE', u':right-facing_fist_medium-light_skin_tone:': u'\U0001F91C \U0001F3FC', u':right-facing_fist_medium_skin_tone:': u'\U0001F91C \U0001F3FD', u':right-pointing_magnifying_glass:': u'\U0001F50E', u':right_anger_bubble:': u'\U0001F5EF', u':right_arrow:': u'\U000027A1', u':right_arrow_curving_down:': u'\U00002935', u':right_arrow_curving_left:': u'\U000021A9', u':right_arrow_curving_up:': u'\U00002934', u':ring:': u'\U0001F48D', u':roasted_sweet_potato:': u'\U0001F360', u':robot_face:': u'\U0001F916', u':rocket:': u'\U0001F680', u':rolled-up_newspaper:': u'\U0001F5DE', u':roller_coaster:': u'\U0001F3A2', u':rolling_on_the_floor_laughing:': u'\U0001F923', u':rooster:': u'\U0001F413', u':rose:': u'\U0001F339', u':rosette:': u'\U0001F3F5', u':round_pushpin:': u'\U0001F4CD', u':rugby_football:': u'\U0001F3C9', u':running_shirt:': u'\U0001F3BD', u':running_shoe:': u'\U0001F45F', u':sailboat:': u'\U000026F5', u':sake:': u'\U0001F376', u':satellite:': u'\U0001F6F0', u':satellite_antenna:': u'\U0001F4E1', u':saxophone:': u'\U0001F3B7', u':school:': u'\U0001F3EB', u':school_backpack:': u'\U0001F392', u':scissors:': u'\U00002702', u':scorpion:': u'\U0001F982', u':scroll:': u'\U0001F4DC', u':seat:': u'\U0001F4BA', u':see-no-evil_monkey:': u'\U0001F648', u':seedling:': u'\U0001F331', u':selfie:': u'\U0001F933', u':selfie_dark_skin_tone:': u'\U0001F933 \U0001F3FF', u':selfie_light_skin_tone:': u'\U0001F933 \U0001F3FB', u':selfie_medium-dark_skin_tone:': u'\U0001F933 \U0001F3FE', u':selfie_medium-light_skin_tone:': u'\U0001F933 \U0001F3FC', u':selfie_medium_skin_tone:': u'\U0001F933 \U0001F3FD', u':seven-thirty:': u'\U0001F562', u':seven_o’clock:': u'\U0001F556', u':shallow_pan_of_food:': u'\U0001F958', u':shamrock:': u'\U00002618', u':shark:': u'\U0001F988', u':shaved_ice:': u'\U0001F367', u':sheaf_of_rice:': u'\U0001F33E', u':sheep:': u'\U0001F411', u':shield:': u'\U0001F6E1', u':shinto_shrine:': u'\U000026E9', u':ship:': u'\U0001F6A2', u':shooting_star:': u'\U0001F320', u':shopping_bags:': u'\U0001F6CD', u':shopping_cart:': u'\U0001F6D2', u':shortcake:': u'\U0001F370', u':shower:': u'\U0001F6BF', u':shrimp:': u'\U0001F990', u':shuffle_tracks_button:': u'\U0001F500', u':sign_of_the_horns:': u'\U0001F918', u':sign_of_the_horns_dark_skin_tone:': u'\U0001F918 \U0001F3FF', u':sign_of_the_horns_light_skin_tone:': u'\U0001F918 \U0001F3FB', u':sign_of_the_horns_medium-dark_skin_tone:': u'\U0001F918 \U0001F3FE', u':sign_of_the_horns_medium-light_skin_tone:': u'\U0001F918 \U0001F3FC', u':sign_of_the_horns_medium_skin_tone:': u'\U0001F918 \U0001F3FD', u':six-thirty:': u'\U0001F561', u':six_o’clock:': u'\U0001F555', u':skier:': u'\U000026F7', u':skis:': u'\U0001F3BF', u':skull:': u'\U0001F480', u':skull_and_crossbones:': u'\U00002620', u':sleeping_face:': u'\U0001F634', u':sleepy_face:': u'\U0001F62A', u':slightly_frowning_face:': u'\U0001F641', u':slightly_smiling_face:': u'\U0001F642', u':slot_machine:': u'\U0001F3B0', u':small_airplane:': u'\U0001F6E9', u':small_blue_diamond:': u'\U0001F539', u':small_orange_diamond:': u'\U0001F538', u':smiling_cat_face_with_heart-eyes:': u'\U0001F63B', u':smiling_cat_face_with_open_mouth:': u'\U0001F63A', u':smiling_face:': u'\U0000263A', u':smiling_face_with_halo:': u'\U0001F607', u':smiling_face_with_heart-eyes:': u'\U0001F60D', u':smiling_face_with_horns:': u'\U0001F608', u':smiling_face_with_open_mouth:': u'\U0001F603', u':smiling_face_with_open_mouth_&_closed_eyes:': u'\U0001F606', u':smiling_face_with_open_mouth_&_cold_sweat:': u'\U0001F605', u':smiling_face_with_open_mouth_&_smiling_eyes:': u'\U0001F604', u':smiling_face_with_smiling_eyes:': u'\U0001F60A', u':smiling_face_with_sunglasses:': u'\U0001F60E', u':smirking_face:': u'\U0001F60F', u':snail:': u'\U0001F40C', u':snake:': u'\U0001F40D', u':sneezing_face:': u'\U0001F927', u':snow-capped_mountain:': u'\U0001F3D4', u':snowboarder:': u'\U0001F3C2', u':snowboarder_dark_skin_tone:': u'\U0001F3C2 \U0001F3FF', u':snowboarder_light_skin_tone:': u'\U0001F3C2 \U0001F3FB', u':snowboarder_medium-dark_skin_tone:': u'\U0001F3C2 \U0001F3FE', u':snowboarder_medium-light_skin_tone:': u'\U0001F3C2 \U0001F3FC', u':snowboarder_medium_skin_tone:': u'\U0001F3C2 \U0001F3FD', u':snowflake:': u'\U00002744', u':snowman:': u'\U00002603', u':snowman_without_snow:': u'\U000026C4', u':soccer_ball:': u'\U000026BD', u':soft_ice_cream:': u'\U0001F366', u':spade_suit:': u'\U00002660', u':spaghetti:': u'\U0001F35D', u':sparkle:': u'\U00002747', u':sparkler:': u'\U0001F387', u':sparkles:': u'\U00002728', u':sparkling_heart:': u'\U0001F496', u':speak-no-evil_monkey:': u'\U0001F64A', u':speaker_high_volume:': u'\U0001F50A', u':speaker_low_volume:': u'\U0001F508', u':speaker_medium_volume:': u'\U0001F509', u':speaking_head:': u'\U0001F5E3', u':speech_balloon:': u'\U0001F4AC', u':speedboat:': u'\U0001F6A4', u':spider:': u'\U0001F577', u':spider_web:': u'\U0001F578', u':spiral_calendar:': u'\U0001F5D3', u':spiral_notepad:': u'\U0001F5D2', u':spiral_shell:': u'\U0001F41A', u':spoon:': u'\U0001F944', u':sport_utility_vehicle:': u'\U0001F699', u':sports_medal:': u'\U0001F3C5', u':spouting_whale:': u'\U0001F433', u':squid:': u'\U0001F991', u':stadium:': u'\U0001F3DF', u':star_and_crescent:': u'\U0000262A', u':star_of_David:': u'\U00002721', u':station:': u'\U0001F689', u':steaming_bowl:': u'\U0001F35C', u':stop_button:': u'\U000023F9', u':stop_sign:': u'\U0001F6D1', u':stopwatch:': u'\U000023F1', u':straight_ruler:': u'\U0001F4CF', u':strawberry:': u'\U0001F353', u':studio_microphone:': u'\U0001F399', u':stuffed_flatbread:': u'\U0001F959', u':sun:': u'\U00002600', u':sun_behind_cloud:': u'\U000026C5', u':sun_behind_large_cloud:': u'\U0001F325', u':sun_behind_rain_cloud:': u'\U0001F326', u':sun_behind_small_cloud:': u'\U0001F324', u':sun_with_face:': u'\U0001F31E', u':sunflower:': u'\U0001F33B', u':sunglasses:': u'\U0001F576', u':sunrise:': u'\U0001F305', u':sunrise_over_mountains:': u'\U0001F304', u':sunset:': u'\U0001F307', u':sushi:': u'\U0001F363', u':suspension_railway:': u'\U0001F69F', u':sweat_droplets:': u'\U0001F4A6', u':synagogue:': u'\U0001F54D', u':syringe:': u'\U0001F489', u':t-shirt:': u'\U0001F455', u':taco:': u'\U0001F32E', u':tanabata_tree:': u'\U0001F38B', u':tangerine:': u'\U0001F34A', u':taxi:': u'\U0001F695', u':teacup_without_handle:': u'\U0001F375', u':tear-off_calendar:': u'\U0001F4C6', u':telephone:': u'\U0000260E', u':telephone_receiver:': u'\U0001F4DE', u':telescope:': u'\U0001F52D', u':television:': u'\U0001F4FA', u':ten-thirty:': u'\U0001F565', u':ten_o’clock:': u'\U0001F559', u':tennis:': u'\U0001F3BE', u':tent:': u'\U000026FA', u':thermometer:': u'\U0001F321', u':thinking_face:': u'\U0001F914', u':thought_balloon:': u'\U0001F4AD', u':three-thirty:': u'\U0001F55E', u':three_o’clock:': u'\U0001F552', u':thumbs_down:': u'\U0001F44E', u':thumbs_down_dark_skin_tone:': u'\U0001F44E \U0001F3FF', u':thumbs_down_light_skin_tone:': u'\U0001F44E \U0001F3FB', u':thumbs_down_medium-dark_skin_tone:': u'\U0001F44E \U0001F3FE', u':thumbs_down_medium-light_skin_tone:': u'\U0001F44E \U0001F3FC', u':thumbs_down_medium_skin_tone:': u'\U0001F44E \U0001F3FD', u':thumbs_up:': u'\U0001F44D', u':thumbs_up_dark_skin_tone:': u'\U0001F44D \U0001F3FF', u':thumbs_up_light_skin_tone:': u'\U0001F44D \U0001F3FB', u':thumbs_up_medium-dark_skin_tone:': u'\U0001F44D \U0001F3FE', u':thumbs_up_medium-light_skin_tone:': u'\U0001F44D \U0001F3FC', u':thumbs_up_medium_skin_tone:': u'\U0001F44D \U0001F3FD', u':ticket:': u'\U0001F3AB', u':tiger:': u'\U0001F405', u':tiger_face:': u'\U0001F42F', u':timer_clock:': u'\U000023F2', u':tired_face:': u'\U0001F62B', u':toilet:': u'\U0001F6BD', u':tomato:': u'\U0001F345', u':tongue:': u'\U0001F445', u':top_hat:': u'\U0001F3A9', u':tornado:': u'\U0001F32A', u':trackball:': u'\U0001F5B2', u':tractor:': u'\U0001F69C', u':trade_mark:': u'\U00002122', u':train:': u'\U0001F686', u':tram:': u'\U0001F68A', u':tram_car:': u'\U0001F68B', u':triangular_flag:': u'\U0001F6A9', u':triangular_ruler:': u'\U0001F4D0', u':trident_emblem:': u'\U0001F531', u':trolleybus:': u'\U0001F68E', u':trophy:': u'\U0001F3C6', u':tropical_drink:': u'\U0001F379', u':tropical_fish:': u'\U0001F420', u':trumpet:': u'\U0001F3BA', u':tulip:': u'\U0001F337', u':tumbler_glass:': u'\U0001F943', u':turkey:': u'\U0001F983', u':turtle:': u'\U0001F422', u':twelve-thirty:': u'\U0001F567', u':twelve_o’clock:': u'\U0001F55B', u':two-hump_camel:': u'\U0001F42B', u':two-thirty:': u'\U0001F55D', u':two_hearts:': u'\U0001F495', u':two_men_holding_hands:': u'\U0001F46C', u':two_o’clock:': u'\U0001F551', u':two_women_holding_hands:': u'\U0001F46D', u':umbrella:': u'\U00002602', u':umbrella_on_ground:': u'\U000026F1', u':umbrella_with_rain_drops:': u'\U00002614', u':unamused_face:': u'\U0001F612', u':unicorn_face:': u'\U0001F984', u':unlocked:': u'\U0001F513', u':up-down_arrow:': u'\U00002195', u':up-left_arrow:': u'\U00002196', u':up-right_arrow:': u'\U00002197', u':up_arrow:': u'\U00002B06', u':up_button:': u'\U0001F53C', u':upside-down_face:': u'\U0001F643', u':vertical_traffic_light:': u'\U0001F6A6', u':vibration_mode:': u'\U0001F4F3', u':victory_hand:': u'\U0000270C', u':victory_hand_dark_skin_tone:': u'\U0000270C \U0001F3FF', u':victory_hand_light_skin_tone:': u'\U0000270C \U0001F3FB', u':victory_hand_medium-dark_skin_tone:': u'\U0000270C \U0001F3FE', u':victory_hand_medium-light_skin_tone:': u'\U0000270C \U0001F3FC', u':victory_hand_medium_skin_tone:': u'\U0000270C \U0001F3FD', u':video_camera:': u'\U0001F4F9', u':video_game:': u'\U0001F3AE', u':videocassette:': u'\U0001F4FC', u':violin:': u'\U0001F3BB', u':volcano:': u'\U0001F30B', u':volleyball:': u'\U0001F3D0', u':vulcan_salute:': u'\U0001F596', u':vulcan_salute_dark_skin_tone:': u'\U0001F596 \U0001F3FF', u':vulcan_salute_light_skin_tone:': u'\U0001F596 \U0001F3FB', u':vulcan_salute_medium-dark_skin_tone:': u'\U0001F596 \U0001F3FE', u':vulcan_salute_medium-light_skin_tone:': u'\U0001F596 \U0001F3FC', u':vulcan_salute_medium_skin_tone:': u'\U0001F596 \U0001F3FD', u':waning_crescent_moon:': u'\U0001F318', u':waning_gibbous_moon:': u'\U0001F316', u':warning:': u'\U000026A0', u':wastebasket:': u'\U0001F5D1', u':watch:': u'\U0000231A', u':water_buffalo:': u'\U0001F403', u':water_closet:': u'\U0001F6BE', u':water_wave:': u'\U0001F30A', u':watermelon:': u'\U0001F349', u':waving_hand:': u'\U0001F44B', u':waving_hand_dark_skin_tone:': u'\U0001F44B \U0001F3FF', u':waving_hand_light_skin_tone:': u'\U0001F44B \U0001F3FB', u':waving_hand_medium-dark_skin_tone:': u'\U0001F44B \U0001F3FE', u':waving_hand_medium-light_skin_tone:': u'\U0001F44B \U0001F3FC', u':waving_hand_medium_skin_tone:': u'\U0001F44B \U0001F3FD', u':wavy_dash:': u'\U00003030', u':waxing_crescent_moon:': u'\U0001F312', u':waxing_gibbous_moon:': u'\U0001F314', u':weary_cat_face:': u'\U0001F640', u':weary_face:': u'\U0001F629', u':wedding:': u'\U0001F492', u':whale:': u'\U0001F40B', u':wheel_of_dharma:': u'\U00002638', u':wheelchair_symbol:': u'\U0000267F', u':white_circle:': u'\U000026AA', u':white_exclamation_mark:': u'\U00002755', u':white_flag:': u'\U0001F3F3', u':white_flower:': u'\U0001F4AE', u':white_heavy_check_mark:': u'\U00002705', u':white_large_square:': u'\U00002B1C', u':white_medium-small_square:': u'\U000025FD', u':white_medium_square:': u'\U000025FB', u':white_medium_star:': u'\U00002B50', u':white_question_mark:': u'\U00002754', u':white_small_square:': u'\U000025AB', u':white_square_button:': u'\U0001F533', u':wilted_flower:': u'\U0001F940', u':wind_chime:': u'\U0001F390', u':wind_face:': u'\U0001F32C', u':wine_glass:': u'\U0001F377', u':winking_face:': u'\U0001F609', u':wolf_face:': u'\U0001F43A', u':woman:': u'\U0001F469', u':woman_artist:': u'\U0001F469 \U0000200D \U0001F3A8', u':woman_artist_dark_skin_tone:': u'\U0001F469 \U0001F3FF \U0000200D \U0001F3A8', u':woman_artist_light_skin_tone:': u'\U0001F469 \U0001F3FB \U0000200D \U0001F3A8', u':woman_artist_medium-dark_skin_tone:': u'\U0001F469 \U0001F3FE \U0000200D \U0001F3A8', u':woman_artist_medium-light_skin_tone:': u'\U0001F469 \U0001F3FC \U0000200D \U0001F3A8', u':woman_artist_medium_skin_tone:': u'\U0001F469 \U0001F3FD \U0000200D \U0001F3A8', u':woman_astronaut:': u'\U0001F469 \U0000200D \U0001F680', u':woman_astronaut_dark_skin_tone:': u'\U0001F469 \U0001F3FF \U0000200D \U0001F680', u':woman_astronaut_light_skin_tone:': u'\U0001F469 \U0001F3FB \U0000200D \U0001F680', u':woman_astronaut_medium-dark_skin_tone:': u'\U0001F469 \U0001F3FE \U0000200D \U0001F680', u':woman_astronaut_medium-light_skin_tone:': u'\U0001F469 \U0001F3FC \U0000200D \U0001F680', u':woman_astronaut_medium_skin_tone:': u'\U0001F469 \U0001F3FD \U0000200D \U0001F680', u':woman_biking:': u'\U0001F6B4 \U0000200D \U00002640 \U0000FE0F', u':woman_biking_dark_skin_tone:': u'\U0001F6B4 \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_biking_light_skin_tone:': u'\U0001F6B4 \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_biking_medium-dark_skin_tone:': u'\U0001F6B4 \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_biking_medium-light_skin_tone:': u'\U0001F6B4 \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_biking_medium_skin_tone:': u'\U0001F6B4 \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_bouncing_ball:': u'\U000026F9 \U0000FE0F \U0000200D \U00002640 \U0000FE0F', u':woman_bouncing_ball_dark_skin_tone:': u'\U000026F9 \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_bouncing_ball_light_skin_tone:': u'\U000026F9 \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_bouncing_ball_medium-dark_skin_tone:': u'\U000026F9 \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_bouncing_ball_medium-light_skin_tone:': u'\U000026F9 \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_bouncing_ball_medium_skin_tone:': u'\U000026F9 \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_bowing:': u'\U0001F647 \U0000200D \U00002640 \U0000FE0F', u':woman_bowing_dark_skin_tone:': u'\U0001F647 \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_bowing_light_skin_tone:': u'\U0001F647 \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_bowing_medium-dark_skin_tone:': u'\U0001F647 \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_bowing_medium-light_skin_tone:': u'\U0001F647 \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_bowing_medium_skin_tone:': u'\U0001F647 \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_cartwheeling:': u'\U0001F938 \U0000200D \U00002640 \U0000FE0F', u':woman_cartwheeling_dark_skin_tone:': u'\U0001F938 \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_cartwheeling_light_skin_tone:': u'\U0001F938 \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_cartwheeling_medium-dark_skin_tone:': u'\U0001F938 \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_cartwheeling_medium-light_skin_tone:': u'\U0001F938 \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_cartwheeling_medium_skin_tone:': u'\U0001F938 \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_construction_worker:': u'\U0001F477 \U0000200D \U00002640 \U0000FE0F', u':woman_construction_worker_dark_skin_tone:': u'\U0001F477 \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_construction_worker_light_skin_tone:': u'\U0001F477 \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_construction_worker_medium-dark_skin_tone:': u'\U0001F477 \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_construction_worker_medium-light_skin_tone:': u'\U0001F477 \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_construction_worker_medium_skin_tone:': u'\U0001F477 \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_cook:': u'\U0001F469 \U0000200D \U0001F373', u':woman_cook_dark_skin_tone:': u'\U0001F469 \U0001F3FF \U0000200D \U0001F373', u':woman_cook_light_skin_tone:': u'\U0001F469 \U0001F3FB \U0000200D \U0001F373', u':woman_cook_medium-dark_skin_tone:': u'\U0001F469 \U0001F3FE \U0000200D \U0001F373', u':woman_cook_medium-light_skin_tone:': u'\U0001F469 \U0001F3FC \U0000200D \U0001F373', u':woman_cook_medium_skin_tone:': u'\U0001F469 \U0001F3FD \U0000200D \U0001F373', u':woman_dancing:': u'\U0001F483', u':woman_dancing_dark_skin_tone:': u'\U0001F483 \U0001F3FF', u':woman_dancing_light_skin_tone:': u'\U0001F483 \U0001F3FB', u':woman_dancing_medium-dark_skin_tone:': u'\U0001F483 \U0001F3FE', u':woman_dancing_medium-light_skin_tone:': u'\U0001F483 \U0001F3FC', u':woman_dancing_medium_skin_tone:': u'\U0001F483 \U0001F3FD', u':woman_dark_skin_tone:': u'\U0001F469 \U0001F3FF', u':woman_detective:': u'\U0001F575 \U0000FE0F \U0000200D \U00002640 \U0000FE0F', u':woman_detective_dark_skin_tone:': u'\U0001F575 \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_detective_light_skin_tone:': u'\U0001F575 \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_detective_medium-dark_skin_tone:': u'\U0001F575 \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_detective_medium-light_skin_tone:': u'\U0001F575 \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_detective_medium_skin_tone:': u'\U0001F575 \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_facepalming:': u'\U0001F926 \U0000200D \U00002640 \U0000FE0F', u':woman_facepalming_dark_skin_tone:': u'\U0001F926 \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_facepalming_light_skin_tone:': u'\U0001F926 \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_facepalming_medium-dark_skin_tone:': u'\U0001F926 \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_facepalming_medium-light_skin_tone:': u'\U0001F926 \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_facepalming_medium_skin_tone:': u'\U0001F926 \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_factory_worker:': u'\U0001F469 \U0000200D \U0001F3ED', u':woman_factory_worker_dark_skin_tone:': u'\U0001F469 \U0001F3FF \U0000200D \U0001F3ED', u':woman_factory_worker_light_skin_tone:': u'\U0001F469 \U0001F3FB \U0000200D \U0001F3ED', u':woman_factory_worker_medium-dark_skin_tone:': u'\U0001F469 \U0001F3FE \U0000200D \U0001F3ED', u':woman_factory_worker_medium-light_skin_tone:': u'\U0001F469 \U0001F3FC \U0000200D \U0001F3ED', u':woman_factory_worker_medium_skin_tone:': u'\U0001F469 \U0001F3FD \U0000200D \U0001F3ED', u':woman_farmer:': u'\U0001F469 \U0000200D \U0001F33E', u':woman_farmer_dark_skin_tone:': u'\U0001F469 \U0001F3FF \U0000200D \U0001F33E', u':woman_farmer_light_skin_tone:': u'\U0001F469 \U0001F3FB \U0000200D \U0001F33E', u':woman_farmer_medium-dark_skin_tone:': u'\U0001F469 \U0001F3FE \U0000200D \U0001F33E', u':woman_farmer_medium-light_skin_tone:': u'\U0001F469 \U0001F3FC \U0000200D \U0001F33E', u':woman_farmer_medium_skin_tone:': u'\U0001F469 \U0001F3FD \U0000200D \U0001F33E', u':woman_firefighter:': u'\U0001F469 \U0000200D \U0001F692', u':woman_firefighter_dark_skin_tone:': u'\U0001F469 \U0001F3FF \U0000200D \U0001F692', u':woman_firefighter_light_skin_tone:': u'\U0001F469 \U0001F3FB \U0000200D \U0001F692', u':woman_firefighter_medium-dark_skin_tone:': u'\U0001F469 \U0001F3FE \U0000200D \U0001F692', u':woman_firefighter_medium-light_skin_tone:': u'\U0001F469 \U0001F3FC \U0000200D \U0001F692', u':woman_firefighter_medium_skin_tone:': u'\U0001F469 \U0001F3FD \U0000200D \U0001F692', u':woman_frowning:': u'\U0001F64D \U0000200D \U00002640 \U0000FE0F', u':woman_frowning_dark_skin_tone:': u'\U0001F64D \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_frowning_light_skin_tone:': u'\U0001F64D \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_frowning_medium-dark_skin_tone:': u'\U0001F64D \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_frowning_medium-light_skin_tone:': u'\U0001F64D \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_frowning_medium_skin_tone:': u'\U0001F64D \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_gesturing_NO:': u'\U0001F645 \U0000200D \U00002640 \U0000FE0F', u':woman_gesturing_NO_dark_skin_tone:': u'\U0001F645 \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_gesturing_NO_light_skin_tone:': u'\U0001F645 \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_gesturing_NO_medium-dark_skin_tone:': u'\U0001F645 \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_gesturing_NO_medium-light_skin_tone:': u'\U0001F645 \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_gesturing_NO_medium_skin_tone:': u'\U0001F645 \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_gesturing_OK:': u'\U0001F646 \U0000200D \U00002640 \U0000FE0F', u':woman_gesturing_OK_dark_skin_tone:': u'\U0001F646 \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_gesturing_OK_light_skin_tone:': u'\U0001F646 \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_gesturing_OK_medium-dark_skin_tone:': u'\U0001F646 \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_gesturing_OK_medium-light_skin_tone:': u'\U0001F646 \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_gesturing_OK_medium_skin_tone:': u'\U0001F646 \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_getting_haircut:': u'\U0001F487 \U0000200D \U00002640 \U0000FE0F', u':woman_getting_haircut_dark_skin_tone:': u'\U0001F487 \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_getting_haircut_light_skin_tone:': u'\U0001F487 \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_getting_haircut_medium-dark_skin_tone:': u'\U0001F487 \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_getting_haircut_medium-light_skin_tone:': u'\U0001F487 \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_getting_haircut_medium_skin_tone:': u'\U0001F487 \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_getting_massage:': u'\U0001F486 \U0000200D \U00002640 \U0000FE0F', u':woman_getting_massage_dark_skin_tone:': u'\U0001F486 \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_getting_massage_light_skin_tone:': u'\U0001F486 \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_getting_massage_medium-dark_skin_tone:': u'\U0001F486 \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_getting_massage_medium-light_skin_tone:': u'\U0001F486 \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_getting_massage_medium_skin_tone:': u'\U0001F486 \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_golfing:': u'\U0001F3CC \U0000FE0F \U0000200D \U00002640 \U0000FE0F', u':woman_golfing_dark_skin_tone:': u'\U0001F3CC \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_golfing_light_skin_tone:': u'\U0001F3CC \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_golfing_medium-dark_skin_tone:': u'\U0001F3CC \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_golfing_medium-light_skin_tone:': u'\U0001F3CC \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_golfing_medium_skin_tone:': u'\U0001F3CC \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_guard:': u'\U0001F482 \U0000200D \U00002640 \U0000FE0F', u':woman_guard_dark_skin_tone:': u'\U0001F482 \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_guard_light_skin_tone:': u'\U0001F482 \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_guard_medium-dark_skin_tone:': u'\U0001F482 \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_guard_medium-light_skin_tone:': u'\U0001F482 \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_guard_medium_skin_tone:': u'\U0001F482 \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_health_worker:': u'\U0001F469 \U0000200D \U00002695 \U0000FE0F', u':woman_health_worker_dark_skin_tone:': u'\U0001F469 \U0001F3FF \U0000200D \U00002695 \U0000FE0F', u':woman_health_worker_light_skin_tone:': u'\U0001F469 \U0001F3FB \U0000200D \U00002695 \U0000FE0F', u':woman_health_worker_medium-dark_skin_tone:': u'\U0001F469 \U0001F3FE \U0000200D \U00002695 \U0000FE0F', u':woman_health_worker_medium-light_skin_tone:': u'\U0001F469 \U0001F3FC \U0000200D \U00002695 \U0000FE0F', u':woman_health_worker_medium_skin_tone:': u'\U0001F469 \U0001F3FD \U0000200D \U00002695 \U0000FE0F', u':woman_judge:': u'\U0001F469 \U0000200D \U00002696 \U0000FE0F', u':woman_judge_dark_skin_tone:': u'\U0001F469 \U0001F3FF \U0000200D \U00002696 \U0000FE0F', u':woman_judge_light_skin_tone:': u'\U0001F469 \U0001F3FB \U0000200D \U00002696 \U0000FE0F', u':woman_judge_medium-dark_skin_tone:': u'\U0001F469 \U0001F3FE \U0000200D \U00002696 \U0000FE0F', u':woman_judge_medium-light_skin_tone:': u'\U0001F469 \U0001F3FC \U0000200D \U00002696 \U0000FE0F', u':woman_judge_medium_skin_tone:': u'\U0001F469 \U0001F3FD \U0000200D \U00002696 \U0000FE0F', u':woman_juggling:': u'\U0001F939 \U0000200D \U00002640 \U0000FE0F', u':woman_juggling_dark_skin_tone:': u'\U0001F939 \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_juggling_light_skin_tone:': u'\U0001F939 \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_juggling_medium-dark_skin_tone:': u'\U0001F939 \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_juggling_medium-light_skin_tone:': u'\U0001F939 \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_juggling_medium_skin_tone:': u'\U0001F939 \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_lifting_weights:': u'\U0001F3CB \U0000FE0F \U0000200D \U00002640 \U0000FE0F', u':woman_lifting_weights_dark_skin_tone:': u'\U0001F3CB \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_lifting_weights_light_skin_tone:': u'\U0001F3CB \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_lifting_weights_medium-dark_skin_tone:': u'\U0001F3CB \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_lifting_weights_medium-light_skin_tone:': u'\U0001F3CB \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_lifting_weights_medium_skin_tone:': u'\U0001F3CB \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_light_skin_tone:': u'\U0001F469 \U0001F3FB', u':woman_mechanic:': u'\U0001F469 \U0000200D \U0001F527', u':woman_mechanic_dark_skin_tone:': u'\U0001F469 \U0001F3FF \U0000200D \U0001F527', u':woman_mechanic_light_skin_tone:': u'\U0001F469 \U0001F3FB \U0000200D \U0001F527', u':woman_mechanic_medium-dark_skin_tone:': u'\U0001F469 \U0001F3FE \U0000200D \U0001F527', u':woman_mechanic_medium-light_skin_tone:': u'\U0001F469 \U0001F3FC \U0000200D \U0001F527', u':woman_mechanic_medium_skin_tone:': u'\U0001F469 \U0001F3FD \U0000200D \U0001F527', u':woman_medium-dark_skin_tone:': u'\U0001F469 \U0001F3FE', u':woman_medium-light_skin_tone:': u'\U0001F469 \U0001F3FC', u':woman_medium_skin_tone:': u'\U0001F469 \U0001F3FD', u':woman_mountain_biking:': u'\U0001F6B5 \U0000200D \U00002640 \U0000FE0F', u':woman_mountain_biking_dark_skin_tone:': u'\U0001F6B5 \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_mountain_biking_light_skin_tone:': u'\U0001F6B5 \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_mountain_biking_medium-dark_skin_tone:': u'\U0001F6B5 \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_mountain_biking_medium-light_skin_tone:': u'\U0001F6B5 \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_mountain_biking_medium_skin_tone:': u'\U0001F6B5 \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_office_worker:': u'\U0001F469 \U0000200D \U0001F4BC', u':woman_office_worker_dark_skin_tone:': u'\U0001F469 \U0001F3FF \U0000200D \U0001F4BC', u':woman_office_worker_light_skin_tone:': u'\U0001F469 \U0001F3FB \U0000200D \U0001F4BC', u':woman_office_worker_medium-dark_skin_tone:': u'\U0001F469 \U0001F3FE \U0000200D \U0001F4BC', u':woman_office_worker_medium-light_skin_tone:': u'\U0001F469 \U0001F3FC \U0000200D \U0001F4BC', u':woman_office_worker_medium_skin_tone:': u'\U0001F469 \U0001F3FD \U0000200D \U0001F4BC', u':woman_pilot:': u'\U0001F469 \U0000200D \U00002708 \U0000FE0F', u':woman_pilot_dark_skin_tone:': u'\U0001F469 \U0001F3FF \U0000200D \U00002708 \U0000FE0F', u':woman_pilot_light_skin_tone:': u'\U0001F469 \U0001F3FB \U0000200D \U00002708 \U0000FE0F', u':woman_pilot_medium-dark_skin_tone:': u'\U0001F469 \U0001F3FE \U0000200D \U00002708 \U0000FE0F', u':woman_pilot_medium-light_skin_tone:': u'\U0001F469 \U0001F3FC \U0000200D \U00002708 \U0000FE0F', u':woman_pilot_medium_skin_tone:': u'\U0001F469 \U0001F3FD \U0000200D \U00002708 \U0000FE0F', u':woman_playing_handball:': u'\U0001F93E \U0000200D \U00002640 \U0000FE0F', u':woman_playing_handball_dark_skin_tone:': u'\U0001F93E \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_playing_handball_light_skin_tone:': u'\U0001F93E \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_playing_handball_medium-dark_skin_tone:': u'\U0001F93E \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_playing_handball_medium-light_skin_tone:': u'\U0001F93E \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_playing_handball_medium_skin_tone:': u'\U0001F93E \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_playing_water_polo:': u'\U0001F93D \U0000200D \U00002640 \U0000FE0F', u':woman_playing_water_polo_dark_skin_tone:': u'\U0001F93D \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_playing_water_polo_light_skin_tone:': u'\U0001F93D \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_playing_water_polo_medium-dark_skin_tone:': u'\U0001F93D \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_playing_water_polo_medium-light_skin_tone:': u'\U0001F93D \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_playing_water_polo_medium_skin_tone:': u'\U0001F93D \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_police_officer:': u'\U0001F46E \U0000200D \U00002640 \U0000FE0F', u':woman_police_officer_dark_skin_tone:': u'\U0001F46E \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_police_officer_light_skin_tone:': u'\U0001F46E \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_police_officer_medium-dark_skin_tone:': u'\U0001F46E \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_police_officer_medium-light_skin_tone:': u'\U0001F46E \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_police_officer_medium_skin_tone:': u'\U0001F46E \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_pouting:': u'\U0001F64E \U0000200D \U00002640 \U0000FE0F', u':woman_pouting_dark_skin_tone:': u'\U0001F64E \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_pouting_light_skin_tone:': u'\U0001F64E \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_pouting_medium-dark_skin_tone:': u'\U0001F64E \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_pouting_medium-light_skin_tone:': u'\U0001F64E \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_pouting_medium_skin_tone:': u'\U0001F64E \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_raising_hand:': u'\U0001F64B \U0000200D \U00002640 \U0000FE0F', u':woman_raising_hand_dark_skin_tone:': u'\U0001F64B \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_raising_hand_light_skin_tone:': u'\U0001F64B \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_raising_hand_medium-dark_skin_tone:': u'\U0001F64B \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_raising_hand_medium-light_skin_tone:': u'\U0001F64B \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_raising_hand_medium_skin_tone:': u'\U0001F64B \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_rowing_boat:': u'\U0001F6A3 \U0000200D \U00002640 \U0000FE0F', u':woman_rowing_boat_dark_skin_tone:': u'\U0001F6A3 \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_rowing_boat_light_skin_tone:': u'\U0001F6A3 \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_rowing_boat_medium-dark_skin_tone:': u'\U0001F6A3 \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_rowing_boat_medium-light_skin_tone:': u'\U0001F6A3 \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_rowing_boat_medium_skin_tone:': u'\U0001F6A3 \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_running:': u'\U0001F3C3 \U0000200D \U00002640 \U0000FE0F', u':woman_running_dark_skin_tone:': u'\U0001F3C3 \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_running_light_skin_tone:': u'\U0001F3C3 \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_running_medium-dark_skin_tone:': u'\U0001F3C3 \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_running_medium-light_skin_tone:': u'\U0001F3C3 \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_running_medium_skin_tone:': u'\U0001F3C3 \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_scientist:': u'\U0001F469 \U0000200D \U0001F52C', u':woman_scientist_dark_skin_tone:': u'\U0001F469 \U0001F3FF \U0000200D \U0001F52C', u':woman_scientist_light_skin_tone:': u'\U0001F469 \U0001F3FB \U0000200D \U0001F52C', u':woman_scientist_medium-dark_skin_tone:': u'\U0001F469 \U0001F3FE \U0000200D \U0001F52C', u':woman_scientist_medium-light_skin_tone:': u'\U0001F469 \U0001F3FC \U0000200D \U0001F52C', u':woman_scientist_medium_skin_tone:': u'\U0001F469 \U0001F3FD \U0000200D \U0001F52C', u':woman_shrugging:': u'\U0001F937 \U0000200D \U00002640 \U0000FE0F', u':woman_shrugging_dark_skin_tone:': u'\U0001F937 \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_shrugging_light_skin_tone:': u'\U0001F937 \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_shrugging_medium-dark_skin_tone:': u'\U0001F937 \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_shrugging_medium-light_skin_tone:': u'\U0001F937 \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_shrugging_medium_skin_tone:': u'\U0001F937 \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_singer:': u'\U0001F469 \U0000200D \U0001F3A4', u':woman_singer_dark_skin_tone:': u'\U0001F469 \U0001F3FF \U0000200D \U0001F3A4', u':woman_singer_light_skin_tone:': u'\U0001F469 \U0001F3FB \U0000200D \U0001F3A4', u':woman_singer_medium-dark_skin_tone:': u'\U0001F469 \U0001F3FE \U0000200D \U0001F3A4', u':woman_singer_medium-light_skin_tone:': u'\U0001F469 \U0001F3FC \U0000200D \U0001F3A4', u':woman_singer_medium_skin_tone:': u'\U0001F469 \U0001F3FD \U0000200D \U0001F3A4', u':woman_student:': u'\U0001F469 \U0000200D \U0001F393', u':woman_student_dark_skin_tone:': u'\U0001F469 \U0001F3FF \U0000200D \U0001F393', u':woman_student_light_skin_tone:': u'\U0001F469 \U0001F3FB \U0000200D \U0001F393', u':woman_student_medium-dark_skin_tone:': u'\U0001F469 \U0001F3FE \U0000200D \U0001F393', u':woman_student_medium-light_skin_tone:': u'\U0001F469 \U0001F3FC \U0000200D \U0001F393', u':woman_student_medium_skin_tone:': u'\U0001F469 \U0001F3FD \U0000200D \U0001F393', u':woman_surfing:': u'\U0001F3C4 \U0000200D \U00002640 \U0000FE0F', u':woman_surfing_dark_skin_tone:': u'\U0001F3C4 \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_surfing_light_skin_tone:': u'\U0001F3C4 \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_surfing_medium-dark_skin_tone:': u'\U0001F3C4 \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_surfing_medium-light_skin_tone:': u'\U0001F3C4 \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_surfing_medium_skin_tone:': u'\U0001F3C4 \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_swimming:': u'\U0001F3CA \U0000200D \U00002640 \U0000FE0F', u':woman_swimming_dark_skin_tone:': u'\U0001F3CA \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_swimming_light_skin_tone:': u'\U0001F3CA \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_swimming_medium-dark_skin_tone:': u'\U0001F3CA \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_swimming_medium-light_skin_tone:': u'\U0001F3CA \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_swimming_medium_skin_tone:': u'\U0001F3CA \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_teacher:': u'\U0001F469 \U0000200D \U0001F3EB', u':woman_teacher_dark_skin_tone:': u'\U0001F469 \U0001F3FF \U0000200D \U0001F3EB', u':woman_teacher_light_skin_tone:': u'\U0001F469 \U0001F3FB \U0000200D \U0001F3EB', u':woman_teacher_medium-dark_skin_tone:': u'\U0001F469 \U0001F3FE \U0000200D \U0001F3EB', u':woman_teacher_medium-light_skin_tone:': u'\U0001F469 \U0001F3FC \U0000200D \U0001F3EB', u':woman_teacher_medium_skin_tone:': u'\U0001F469 \U0001F3FD \U0000200D \U0001F3EB', u':woman_technologist:': u'\U0001F469 \U0000200D \U0001F4BB', u':woman_technologist_dark_skin_tone:': u'\U0001F469 \U0001F3FF \U0000200D \U0001F4BB', u':woman_technologist_light_skin_tone:': u'\U0001F469 \U0001F3FB \U0000200D \U0001F4BB', u':woman_technologist_medium-dark_skin_tone:': u'\U0001F469 \U0001F3FE \U0000200D \U0001F4BB', u':woman_technologist_medium-light_skin_tone:': u'\U0001F469 \U0001F3FC \U0000200D \U0001F4BB', u':woman_technologist_medium_skin_tone:': u'\U0001F469 \U0001F3FD \U0000200D \U0001F4BB', u':woman_tipping_hand:': u'\U0001F481 \U0000200D \U00002640 \U0000FE0F', u':woman_tipping_hand_dark_skin_tone:': u'\U0001F481 \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_tipping_hand_light_skin_tone:': u'\U0001F481 \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_tipping_hand_medium-dark_skin_tone:': u'\U0001F481 \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_tipping_hand_medium-light_skin_tone:': u'\U0001F481 \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_tipping_hand_medium_skin_tone:': u'\U0001F481 \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_walking:': u'\U0001F6B6 \U0000200D \U00002640 \U0000FE0F', u':woman_walking_dark_skin_tone:': u'\U0001F6B6 \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_walking_light_skin_tone:': u'\U0001F6B6 \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_walking_medium-dark_skin_tone:': u'\U0001F6B6 \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_walking_medium-light_skin_tone:': u'\U0001F6B6 \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_walking_medium_skin_tone:': u'\U0001F6B6 \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman_wearing_turban:': u'\U0001F473 \U0000200D \U00002640 \U0000FE0F', u':woman_wearing_turban_dark_skin_tone:': u'\U0001F473 \U0001F3FF \U0000200D \U00002640 \U0000FE0F', u':woman_wearing_turban_light_skin_tone:': u'\U0001F473 \U0001F3FB \U0000200D \U00002640 \U0000FE0F', u':woman_wearing_turban_medium-dark_skin_tone:': u'\U0001F473 \U0001F3FE \U0000200D \U00002640 \U0000FE0F', u':woman_wearing_turban_medium-light_skin_tone:': u'\U0001F473 \U0001F3FC \U0000200D \U00002640 \U0000FE0F', u':woman_wearing_turban_medium_skin_tone:': u'\U0001F473 \U0001F3FD \U0000200D \U00002640 \U0000FE0F', u':woman’s_boot:': u'\U0001F462', u':woman’s_clothes:': u'\U0001F45A', u':woman’s_hat:': u'\U0001F452', u':woman’s_sandal:': u'\U0001F461', u':women_with_bunny_ears_partying:': u'\U0001F46F \U0000200D \U00002640 \U0000FE0F', u':women_wrestling:': u'\U0001F93C \U0000200D \U00002640 \U0000FE0F', u':women’s_room:': u'\U0001F6BA', u':world_map:': u'\U0001F5FA', u':worried_face:': u'\U0001F61F', u':wrapped_gift:': u'\U0001F381', u':wrench:': u'\U0001F527', u':writing_hand:': u'\U0000270D', u':writing_hand_dark_skin_tone:': u'\U0000270D \U0001F3FF', u':writing_hand_light_skin_tone:': u'\U0000270D \U0001F3FB', u':writing_hand_medium-dark_skin_tone:': u'\U0000270D \U0001F3FE', u':writing_hand_medium-light_skin_tone:': u'\U0000270D \U0001F3FC', u':writing_hand_medium_skin_tone:': u'\U0000270D \U0001F3FD', u':yellow_heart:': u'\U0001F49B', u':yen_banknote:': u'\U0001F4B4', u':yin_yang:': u'\U0000262F', u':zipper-mouth_face:': u'\U0001F910', u':zzz:': u'\U0001F4A4', u':Åland_Islands:': u'\U0001F1E6 \U0001F1FD'}
UNICODE_EMO = {v: k[1:-1] for k, v in EMO_UNICODE.items()}
Clean the data and creating a tokens colum
def convert_emojis(text):
for emoji, meaning in UNICODE_EMO.items():
text = text.replace(emoji, meaning)
return text
def convert_emoticons(text):
for emoticon, meaning in EMOTICONS.items():
text = re.sub(emoticon, meaning, text)
text = re.sub(emoticon.lower(), meaning, text)
return text
def process_and_tokenize(text):
# """
# 1. Replace URLs in text
# 2. Replace emojis and emoticons with their meanings
# 3. Replace contractions with expanded forms
# 4. Tokenize text
# """
# text = text.sub('http[s]?://(?:[a-zA-Z]|[0-9]|[$-_@.&+]|(?:%[0-9a-fA-F][0-9a-fA-F]))+', 'url').strip()
text = text.replace(r'http[s]?://(?:[a-zA-Z]|[0-9]|[$-_@.&+]|(?:%[0-9a-fA-F][0-9a-fA-F]))+',"url")
text = convert_emojis(text)
text = convert_emoticons(text)
text = contractions.fix(text)
return list(gensim_tokenize(text, lower=True))
posts_dataset['tokens'] = posts_dataset["body"].apply(process_and_tokenize)
posts_dataset.head(5)
Making a new columns for:
def get_mbti_vector(mbti_type):
I, N, F, P = mbti_type
mbti_vector = [I == 'I', N == 'N', F == 'F', P == 'P']
return numpy.array(mbti_vector).astype(int)
one_end = ['I', 'N', 'F', 'P'] # One slice of the indicators
opposite = ['E', 'S', 'T', 'J'] # Other end of the respective indicators
posts_dataset[one_end] = posts_dataset.Type.apply(get_mbti_vector).tolist()
posts_dataset.head(5)
Removing the less frequent tokens
## token freq:
def get_token_freq(df):
token_freq = defaultdict(int)
for token_list in df.tokens:
for token in token_list:
token_freq[token] += 1
token_freq = pd.Series(token_freq)
token_freq_ser = token_freq.groupby(token_freq).count()
token_freq_ser.name = 'NumTokens'
token_freq_ser.index.name = 'Freq'
return token_freq, token_freq_ser
## removing less frequent tokens
token_freq, token_freq_ser = get_token_freq(posts_dataset)
min_freq = 8
vocab = set(token_freq[token_freq > min_freq].index)
posts_dataset['tokens'] = posts_dataset.tokens.apply(lambda x: list(filter(lambda y: y in vocab, x)))
Removing small sentences
min_tokens = 5 # min sentence length
token_len = posts_dataset.tokens.apply(len)
ploting the number of posts by indicator
def plot_num_posts_by_indicator(df):
fig = make_subplots(rows=2, cols=2)
for i, (one, opp) in enumerate(zip(one_end, opposite)):
counts = df.groupby(one).Type.count().sort_index()
row = 1 if i <= 1 else 2
col = 1 if i in [0, 2] else 2
fig.append_trace(go.Bar(x=[opp, one], y=counts.tolist()), row=row, col=col)
fig.update_layout(showlegend=False, title='Number of posts split by each indicator')
fig.show()
plot_num_posts_by_indicator(posts_dataset)
ploting the number of posts by type
def plot_num_posts_by_type(df):
type_posts = df.groupby('Type').body.count().sort_values(ascending=False).reset_index()
fig = px.bar(type_posts, x='Type', y='body', title='Number of posts by MBTI type')
fig.update_layout(xaxis_title='MBTI Type', yaxis_title='Count')
fig.show()
plot_num_posts_by_type(posts_dataset)
vocab = set(w for l in posts_dataset.tokens for w in l)
vocab = {w: i + 1 for i, w in enumerate(vocab)}
posts_dataset['token_idxs'] = posts_dataset.tokens.apply(lambda l: [vocab[w] for w in l])
max_tokens = 40 # max sentence length
features = pad_sequences(posts_dataset['token_idxs'], maxlen=max_tokens, value=0., padding='pre', truncating='pre')
targets = {
trait: posts_dataset[trait].to_numpy()
for trait in one_end
}
class_weights = {}
for trait in one_end:
positive_class_proportion = targets[trait].mean()
class_weight = {
0: positive_class_proportion,
1: 1 - positive_class_proportion
}
class_weights[trait] = class_weight
print("class weights for", trait, ":", class_weight)
Splitting the data
train_test_splits = {
trait: train_test_split(features, targets[trait], train_size=0.9, shuffle=True, stratify=targets[trait])
for trait in one_end
}
## model options:
E = 250 # number of embedding dimensions
Y = 10 # Output dimension of LSTM cell
BS = 350 * strategy.num_replicas_in_sync # Batch size
# %%
models = {}
for trait in one_end:
lr_schedule = ExponentialDecay(initial_learning_rate=0.001, decay_steps=10000, decay_rate=0.9)
with strategy.scope():
model = Sequential(name='Model')
model.add(Embedding(input_dim=len(vocab) + 1, output_dim=E, input_length=max_tokens, name='WordEmbedding', mask_zero=True))
model.add(SpatialDropout1D(0.2, name='SpatialDropout'))
model.add(LSTM(units=Y, return_sequences=True, name='LSTM', dropout=0.2, recurrent_dropout=0.2))
model.add(Flatten(name='FlattenLSTMOutputs'))
model.add(Dense(units=int(sqrt(max_tokens * Y)), activation='relu', name='HiddenLayer'))
model.add(Dropout(0.5, name='Dropout'))
model.add(Dense(units=1, activation='sigmoid', name='FinalLayer'))
model.compile(loss=BinaryCrossentropy(), optimizer=Adam(learning_rate=lr_schedule), metrics=['accuracy'])
models[trait] = model
print(model.summary())
Training the model
# %%
cbs = [callbacks.EarlyStopping(patience=15, monitor='val_accuracy')]
histories = {}
for trait in one_end:
x_train, x_test, y_train, y_test = train_test_splits[trait]
history = models[trait].fit(x_train, y_train, batch_size=BS, epochs=10, validation_data=(x_test, y_test), shuffle=True,
class_weight=class_weights[trait], callbacks=cbs)
histories[trait] = history